{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cointegration Testing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_This setup code is required to run in an IPython notebook_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "\n",
    "seaborn.set_style('darkgrid')\n",
    "plt.rc(\"figure\", figsize=(16, 6))\n",
    "plt.rc(\"savefig\", dpi=90)\n",
    "plt.rc(\"font\",family=\"sans-serif\")\n",
    "plt.rc(\"font\",size=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We will look at the spot prices of crude oil measured in Cushing, OK for\n",
    "West Texas Intermediate Crude, and Brent Crude. The underlying data in this\n",
    "data set come from the [U.S. Energy Information Administration](https://www.eia.gov/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from arch.data import crude\n",
    "import numpy as np\n",
    "data = crude.load()\n",
    "log_price = np.log(data)\n",
    "\n",
    "ax = log_price.plot()\n",
    "xl = ax.set_xlim(log_price.index.min(), log_price.index.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can verify these both of these series appear to contains unit roots\n",
    "using Augmented Dickey-Fuller tests. The p-values are large indicating\n",
    "that the null cannot be rejected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Augmented Dickey-Fuller Results</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>    <td>-1.780</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.391</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Lags</td>                   <td>1</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)<br/>Null Hypothesis: The process contains a unit root.<br/>Alternative Hypothesis: The process is weakly stationary."
      ],
      "text/plain": [
       "<class 'arch.unitroot.unitroot.ADF'>\n",
       "\"\"\"\n",
       "   Augmented Dickey-Fuller Results   \n",
       "=====================================\n",
       "Test Statistic                 -1.780\n",
       "P-value                         0.391\n",
       "Lags                                1\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)\n",
       "Null Hypothesis: The process contains a unit root.\n",
       "Alternative Hypothesis: The process is weakly stationary.\n",
       "\"\"\""
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from arch.unitroot import ADF\n",
    "\n",
    "ADF(log_price.WTI, trend=\"c\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Augmented Dickey-Fuller Results</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>    <td>-1.655</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.454</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Lags</td>                   <td>1</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)<br/>Null Hypothesis: The process contains a unit root.<br/>Alternative Hypothesis: The process is weakly stationary."
      ],
      "text/plain": [
       "<class 'arch.unitroot.unitroot.ADF'>\n",
       "\"\"\"\n",
       "   Augmented Dickey-Fuller Results   \n",
       "=====================================\n",
       "Test Statistic                 -1.655\n",
       "P-value                         0.454\n",
       "Lags                                1\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)\n",
       "Null Hypothesis: The process contains a unit root.\n",
       "Alternative Hypothesis: The process is weakly stationary.\n",
       "\"\"\""
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADF(log_price.Brent, trend=\"c\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The Engle-Granger test is a 2-step test that first estimates a cross-sectional\n",
    "regression, and then tests the residuals from this regression using an\n",
    "Augmented Dickey-Fuller distribution with modified critical values. The cross-sectional regression is\n",
    "\n",
    "$$ Y_t = X_t \\beta + D_t \\gamma + \\epsilon_t $$\n",
    "\n",
    "where $Y_t$ and $X_t$ combine to contain the set of variables being tested for\n",
    "cointegration and $D_t$ are a set of deterministic regressors that might include\n",
    "a constant, a time trend, or a quadratic time trend. The trend is specified using\n",
    "`trend` as\n",
    "\n",
    "* `\"n\"`: No trend\n",
    "* `\"c\"`: Constant\n",
    "* `\"ct\"`: Constant and time trend\n",
    "* `\"ctt\"`: Constant, time and quadratic trends\n",
    "\n",
    "Here we assume that that cointegrating relationship is exact so that no\n",
    "deterministics are needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Engle-Granger Cointegration Test</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>            <td>-3.468</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>                    <td>0.007</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>ADF Lag length</td>                 <td>0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Estimated Root ρ (γ+1)</td>     <td>0.939</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -2.47 (10%), -2.78 (5%), -3.37 (1%)<br/>Null Hypothesis: No Cointegration<br/>Alternative Hypothesis: Cointegration<br/>Distribution Order: 1"
      ],
      "text/plain": [
       "Engle-Granger Cointegration Test\n",
       "Statistic: -3.4676471998477267\n",
       "P-value: 0.006860702109284017\n",
       "Null: No Cointegration, Alternative: Cointegration\n",
       "ADF Lag length: 0\n",
       "Trend: c\n",
       "Estimated Root ρ (γ+1): 0.9386946007157646\n",
       "Distribution Order: 1\n",
       "ID: 0x7f6d80b9e650"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from arch.unitroot import engle_granger\n",
    "\n",
    "eg_test = engle_granger(log_price.WTI, log_price.Brent, trend=\"n\")\n",
    "eg_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `plot` method can be used to plot the model residual.  We see that while this appears to be mean 0, it might have a trend in it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = eg_test.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The estimated cointegrating vector is exposed through he `cointegrating_vector` property.  Here we see it is very close to $[1, -1]$, indicating a simple no-arbitrage relationship."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WTI      1.000000\n",
       "Brent   -1.000621\n",
       "dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eg_test.cointegrating_vector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can rerun the test with both a constant and a time trend to see how this affects the conclusion. We firmly reject the null of no cointegration even with this alternative assumption."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Engle-Granger Cointegration Test</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>            <td>-5.837</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>                    <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>ADF Lag length</td>                 <td>0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Estimated Root ρ (γ+1)</td>     <td>0.840</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -3.52 (10%), -3.81 (5%), -4.37 (1%)<br/>Null Hypothesis: No Cointegration<br/>Alternative Hypothesis: Cointegration<br/>Distribution Order: 1"
      ],
      "text/plain": [
       "Engle-Granger Cointegration Test\n",
       "Statistic: -5.836649709141744\n",
       "P-value: 2.3286206215070492e-05\n",
       "Null: No Cointegration, Alternative: Cointegration\n",
       "ADF Lag length: 0\n",
       "Trend: c\n",
       "Estimated Root ρ (γ+1): 0.8400729995315472\n",
       "Distribution Order: 1\n",
       "ID: 0x7f6d80b13450"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eg_test = engle_granger(log_price.WTI, log_price.Brent, trend=\"ct\")\n",
    "eg_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WTI      1.000000\n",
       "Brent   -0.931769\n",
       "const   -0.296939\n",
       "trend    0.000185\n",
       "dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eg_test.cointegrating_vector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The residuals are clearly mean zero but show evidence of a structural break around the financial crisis of 2008."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = eg_test.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To investigate the changes in the 2008 financial crisis, we can re-run the test on only the pre-crisis period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Engle-Granger Cointegration Test</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>            <td>-4.962</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>                    <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>ADF Lag length</td>                 <td>0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Estimated Root ρ (γ+1)</td>     <td>0.825</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -2.48 (10%), -2.79 (5%), -3.38 (1%)<br/>Null Hypothesis: No Cointegration<br/>Alternative Hypothesis: Cointegration<br/>Distribution Order: 1"
      ],
      "text/plain": [
       "Engle-Granger Cointegration Test\n",
       "Statistic: -4.962489476284803\n",
       "P-value: 2.054007070920808e-05\n",
       "Null: No Cointegration, Alternative: Cointegration\n",
       "ADF Lag length: 0\n",
       "Trend: c\n",
       "Estimated Root ρ (γ+1): 0.8246009342909095\n",
       "Distribution Order: 1\n",
       "ID: 0x7f6d800b1610"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eg_test = engle_granger(log_price[:\"2008\"].WTI, log_price[:\"2008\"].Brent, trend=\"n\")\n",
    "eg_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These residuals look quite a bit better although it is possible the break in the cointegrating vector happened around 2005 when oil prices first surged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5SwwfPhxPPvlkWPaPWN5UW1sbli1UW1uLvn37huxbWVkZth6xpEossQL8wZgnn3wSNTU1KCsrQ05ODkpKSvCb3/wGUqk0YgBL1K9fPygUChw9ejTqPrGKFKCKJFJGUkduAwB++9vfYsSIERH3aR1kinYdrUUK4vh8Ptx0000wGo1YtmwZBg4ciJSUFPh8Ptx8882dHq/e0fWdyWMG+F/7YkbPlClTMG7cOMyfPx+PP/447r///uB+Pp8PgwYNihooE3v/SCQSrFmzBvv378cXX3yBnTt34sEHH8TatWvxxhtvIDs7u0Pr68jj2DpQ89133+FXv/oVzj//fDz00EPIzc2FQqHAjh07sGHDBvh8vg6thYiI6EwwkENERNTN+vbtC5vNFlK2EsnNN9+MOXPmBP/dOpPiyJEjuOWWW1BYWIi1a9dGbD48fPhwAP6JSy0DOUajEeXl5Zg1a1bIvrt27YLZbA7J/Nm3bx8ABMeUt5SXlxe8Xo/Hg6+//hpjxoxpM0MiJSUFEydOxM6dO1FRUYHCwsI2H4eioiIIgoATJ06ElI25XC6cPn06pK/KmYgWEBKDUlqttt3nrLCwEKdOnQrbHmlbNEeOHMGJEyfwl7/8BfPmzQtuLy0tjfk6oq3t3//+N6xWa8hrqa6uDg0NDe0+D2dqyJAhmDt3Ll5//XUsWbIkeHt9+/bFwYMHMXHixJiCR6NGjcKoUaNw1113YceOHbj11luxZcsWLF++POL+ffr0CWZVtRTp8dTpdBEznlpnK3300UdQqVR48cUXQ4JxLaeSERER9RT2yCEiIupms2fPxoEDB/DZZ5+FXeZ0OoOlNIMGDcKFF14Y/K9lNsipU6dw0003IS0tDevWrYNOp4t4WxMmTEBGRgY2btwYsn3jxo0QBCEkkDNr1iz4fD689tprwW2CIODVV19FZmZmSAPgSMSmsq172URy++23AwB+97vfBXvmtFRaWhocdX3xxRcDQNjo682bN6OxsRHTpk1r9/ZiIQbCWn+RHzFiBEpKSvDiiy9G7H0iNvQF/OVlBw4cCAa/AP9z+sYbb8S8DjGY0Tpj5MUXXwzbV5zUFEu51fTp0yEIQtjjuG7dOgDossexLUuXLoXH4wneJuB/P9TX1+PVV18N29/j8cBisQAALBZL2GMiBirbuv/Tpk3DwYMHsXv37uA2h8MR8Tnp27cv9u7dG1JiePDgQezZsydkP5lMBolEEpJ5Y7FY8NZbb0VdBxERUXdhRg4REVE3W7p0KXbs2IE77rgDc+bMwciRI+F2u3HixAl89NFHeO6559os22psbMSSJUtgMBjwq1/9Cv/5z39CLu/bty/Gjh0LwF+6c8899+C+++7DbbfdhksuuQRHjhzBxo0bMXfu3OAXYcAfsLjqqquwZs0aGI1GDBkyBJ9++im++eYbPProoyGNkJ977jkcOXIEo0aNgkqlwldffYVPPvkEN9xwA2bOnNnuYzB27Fg89NBD+MMf/oBZs2Zhzpw56N+/P5qamvD999/jH//4B+bPnw/An8lx/fXXY/PmzWhoaMCFF16IY8eOYfPmzRg5ciTmzp3bocc/mmHDhkEqlWLt2rWwWq1Qq9UYNWoUiouL8cgjj+Dmm2/G7NmzcfXVV6OwsBC1tbXYu3cvKisr8f777wMAbrnlFmzfvh1Lly7FokWLgqOuxYBLLGVgAwYMQElJCR577DFUV1dDp9Phyy+/RHV1ddi+YnDv8ccfx89//nMoFApMnDgRWVlZYftOmzYNU6dOxdNPP42qqiqMGDECe/bswfbt23HJJZe0m23UFQYMGIBp06bhrbfewu23346srCzMmTMHn3zyCR555BF8++23uOCCCyCRSHDq1Cl8/PHHWLlyJa644gps27YNr732GmbOnIm+ffvC6XRi69atkMlkEfsSiW655Ra8++67WLZsWchzEimDbcGCBfjoo49w0003Yfbs2aipqcHmzZsxaNCgkF5F06dPx/r167FkyRJcddVVsFgswfKuurq6bnnsiIiIomEgh4iIqJup1Wq89NJLeOGFF/D+++/jvffeg1arRVFRERYvXtxuvxWz2Rws9VizZk3Y5fPmzQsGcgD/2Gi5XI5169bhoYceQlZWFpYtW4Zf/vKXYcc+/PDD6NOnD7Zt24bXX38d/fv3x+rVq8NGNYtBnh07dsDtdmPQoEF49NFHg8GXWFx77bUYOXIk1q9fjw8++AD19fVQqVQYMmQI7r333pCR4n/84x9RVFSEN998Ezt27IBer8cNN9yAu+++O6x5bmfl5eXhT3/6E55//nk88MAD8Hq9WLVqFYqLizFu3Dhs2bIFTz/9dDCglJWVhaFDh+KOO+4IuY6XX34ZjzzyCNatW4e0tDRcddVVGDNmDO64446IPXFaUygUePbZZ4PXIZPJMHXqVLzwwguYPHlyyL5jxozBr3/9a2zevBn33nsvfD4fXn755YiBHIlEgqeeegpr1qzB+++/j+3btyM3Nxe33XZbMEOqJyxduhRffPEFNmzYgN/+9reQSqV48skn8corr2Dbtm3YsWNHsIn4nDlzgtOmxo8fjwMHDuCjjz5CXV0dUlNTMWzYMDzwwANtBj6zs7Px6quv4uGHH8aLL76I1NRUXHXVVZg8eXJY9tikSZNw//3348UXX8SqVatwzjnn4G9/+xu2b9+Ob775JrjfhAkT8Nhjj2Ht2rV49NFHkZ+fj0WLFiE9PR3/8z//0z0PHBERURQSoTs66BERERGdxTZs2IBVq1bhX//6V1jTaSIiIqIzwR45RERERGeg5ch48d+bNm1CSUkJgzhERETU5VhaRURERHQGrr32Wpx//vkYMmQILBYL3nnnHZSWluKJJ56I99KIiIioF2JpFREREdEZePzxx/Hxxx+jpqYGgiBg8ODBuOWWW3DppZfGe2lERETUCzGQQ0RERERERESUJNgjh4iIiIiIiIgoSZwVPXJ8Ph+83vgkHslkkrjdNlEi43uDKDK+N4ii4/uDKDK+N4giS+b3hkIhi3rZWRHI8XoFmM32uNy2Xq+J220TJTK+N4gi43uDKDq+P4gi43uDKLJkfm/k5KRFvYylVURERERERERESYKBHCIiIiIiIiKiJMFADhERERERERFRkmAgh4iIiIiIiIgoSTCQQ0RERERERESUJBjIISIiIiIiIiJKEgzkEBERERERERElCQZyiIiIiIiIiIiSBAM5RERERERERERJgoEcIiIiIiIiIqIkwUAOEREREREREVGSYCCHiIiIiIiIiChJMJBDRERElOT2nrbg6he/hdXpjvdSiIiIqJsxkENERESU5A5UWVFmcmB/pTXeSyEiIqJuxkAOERERUZKra3QBAH6sbojzSoiIiKi7MZBDRERElOTqbWIgpzHOKyEiIqLuxkAOERERUZJrDuQ0QBCEOK+GiIiIuhMDOURERERJrr6xCVIJYHK4UWVtivdyiIiIqBvJ470AIiIiorOZIAjYsrcKs4flIlXVuVOzepsLo/ukY0+FFT9WN6CPTt3uMeUmB04YbJBIJJBKALlUgjGFOqgVsk6tgYiIiHoGAzlEREREcXTSaMf/fv4TFDIJ5o0q6PDxNpcHDrcPE0oy8EN1A36sbsDMITntHve7dw/ieL09ZNuvLx6AheOKOrwGIiIi6jkM5BARERHFkcnuBgDUByZPdZR4XEG6GoNzUnEwxslV1dYmzBqai/86vxA+Abh9y35UWZ2dWgMRERH1HAZyiIiIiOLI7AgEcmydDOQEjsvWKjEsPw3vH6yB1ydAJpVEPcbh9sLm8mJglgZD89IAAFlaJQw2d6fWQERERD2HzY6JiIiI4iiYkdPZQE4gIyc7VYlh+amwu704ZbK3eYwhcFtZWmVwW6ZGAaO9c2sgIiKinsNADhEREVEcdVVGTo5WheH56QCAg1Vtl1dFDuQoGcghIiJKAgzkEBEREcVRMJDT2Lmx4XWNLqjkUqSqZOiXmQKtUoYf2+mTYwhkAYVn5LC0ioiIKNExkENEREQUR2Igx2B3wycIHT6+3taELK0yMEZcgnPzUvFjTWObxxjFjByNIrgtS6uE1emB2+vr8BqIiIio5zCQQ0RERBRHYo8cr08IBnU6wmBzIbtFZs3w/DQcrW2EyxM9IGOwuSABoNe0yMgJXAezcoiIiBIbAzlEREREcWR2uCEOmOrMCPK6RhdyUpsDMsPy0+DxCThWb4t6jMHuQoZGAXmLyVZidg775BARESU2BnKIiIiI4sjscKNInwKgcw2P61tl5AzL948Tb6tPjsHmDumPA/ibHfsvYyCHiIgokTGQQ0RERBQnguAvpzonRwug44Ecp9sLm8sbEpTJT1MhU6PAwTYCOUa7C5kt+uMAQKY2kJFjY2kVERFRImMgh4iIiChOHG4fXF4BA7MDgZwOllYFR4+3KK2SSCQYlp/WTkaOKywjJ0vMyGFpFRERUUJjIIeIiIgoTkwOf9AkL02FVJWswxk5dYHAT3aroMywvDSUGuywuTxhxwiC4A/kaEKPUStk0CplbHZMRESU4BjIISIiIooTs8MfaMlIUSBHq+pwIEfcP1urCtl+bl4qBAA/1YU3PG5s8sLlFcIycgAgU6MIjiYnIiKixMRADhEREVGcmAPZL/oUBbJSlZ0urWqdkVMcaJ5cYXGGHSOWTkUO5CijTq16+B9HsXL7jx1aHxEREXW9bgvkbNy4ETNmzMDIkSMxf/587N69O+q+tbW1+O1vf4tZs2Zh6NChWLlyZcT9Pv74Y8yePRsjRozA7Nmz8cknn3TX8omIiIi6ndnhD+RkaBTI1iphsDV16Pj6xibIpRLoUuQh2wt0agBAZaRATiD407rZMQBkapUwRGl2fKDSih+qovfdISIiop7RLYGcDz74AI8++ihuu+02vP322xg7dixuueUWVFZWRtzf5XIhIyMDt956K0aPHh1xnz179uDuu+/GlVdeiXfeeQdXXnkl7rrrLuzbt6877gIRERFRtzM5mjNysrVK1NlcEAQh5uPF0eMSiSRku0ouRbZW2WYgJ2ppVYSMHEEQUGlxoq6xCR6vL+b1ERERUdfrlkDO+vXrMW/ePFx33XUYOHAgHnjgAeTk5GDTpk0R9y8qKsL999+P+fPnQ6fTRdznpZdewoQJE7B8+XIMHDgQy5cvx/jx4/HSSy91x10gIiIi6nZmhxtyqQRapQw5qUq4vQKszvAGxdHUN7qQnRoekAGAQp06SmmVP3gUKZCTpVXC4vSEBWvMDjecHh98AlDHHjpERERx1eWBHJfLhYMHD2Ly5Mkh2ydPnow9e/Z0+nr37t0bdp1Tpkw5o+skIiIiiiez3Q19igISiSTY56YjDY/rAhk5kfTRqaNm5MilEqSr5WGXZQXKrVpPrqq0Npd8VVnDr5OIiIh6Tvhf8DNkMpng9XqRnZ0dsj0rKws7d+7s9PXW19eHXWd2djbq6uraPVYmk0Cv13T6ts+ETCaN220TJTK+N4gi43vj7GLz+JCVqoRer0G/vHQAgFMS+3mL0e7GhQOzI+4/IC8NHx+uhTZNDYWs+be7xsBtZmZow44pzkkDALhbvQ6tp63B/9/gAc+riBIM3xtEkfXW90aXB3JErWu1o207E4IgxHSdXq8As9nepbcdK71eE7fbJkpkfG8QRcb3RvJ594dqyKUSzB6W1+Fja61OpKnkMJvtUAv+cqZTNQ0YntX+SWeTxweLw400hSTiayZTJYNPAI6Um1AUmGIFAFUmOzJTFBGPUcHfn6e0pgGFLZohH6u0BP//8WorzGZ97HeyC/H9QRQZ3xtEkSXzeyMn8ONKJF1eWpWRkQGZTBaWKWMwGMIyajoiOzsb9fX1XXqdRERERGdCEAQ8/eVJvLirrFPHmx1u6NX+gInY6ybWEeSGKKPHRYWByVWt++QYbO6I/XGA5klWhlblXZVWJ9LVcmSkKFDdwNIqIiKieOryQI5SqcTw4cPDyqh27tyJsWPHdvp6x4wZ0+XXSURERHQmjhvsMNrdOGVyoLEp9ibFIrPDjYxA8ESrlEOjkMXcTLiu0d+3JjtVFfHy6IEcF7I0kQM5YoDH2GoNVVYn+qSrkZ+uQrW1YyPSiYiIqGt1S18UhXcAACAASURBVGnVkiVLsGLFCowaNQrnnXceNm3ahNraWixYsAAAsGLFCgDA6tWrg8ccOnQIANDY2AiJRIJDhw5BoVBg0KBBAIDFixfjxhtvxNq1azFz5kx8+umn+Prrr/Haa691x10gIiIiate3Zebg/z9S24jzi2MvOfL4/BOq9CnNp2PZqcouy8jJSVVBLpWENDz2CQJMdhcytYqIx6QoZNAoZGHNjqssTSgJlHuVGpIzRZ2IiKi36JZAzuzZs2EymfDss8+itrYWgwcPxnPPPYfCwkIAQFVVVdgxc+fODfn3F198gcLCQnz++ecAgPPOOw+PP/44/u///g9r1qxBcXExnnjiCYwePbo77gIRERFRu3aXmZGRooDJ4cahmo4FciwOf7BEn9IciMnSKmGwxZbxUt9OIEcmlSA/XRUSyLE43PAKiJqRAwCZWgWM9uZgkiAIqLQ6Mal/BgQB2FVqjLlPIREREXW9bmt2vHDhQixcuDDiZa+88krYtiNHjrR7nbNmzcKsWbPOeG1EREREZ8rjE/BduRk/G5KD/5SacLimoUPHm4OBnBYZOVplzNdT1+iCTIJgaVYkfdJDR5AbbP7bjNYjBwAyNUoYWmTkGO1uNHl86JOuhlcQ4HD7YHF6oE+JfrtERETUfbq8Rw4RERHR2eBwTQNsLi8u6KvH0LxUHKpp7NDxYiCnZSAmW6tEvc0FQRDaPb7e5kKWVglpG5kxfXStAzn+TJu2AzmKkB45VVb/8QU6NfLT/X13atgnh4iIKG4YyCEiIiLqBLE/zri+egzNS0NZBxseN2fkNAdyclKVcLh9sLm87R4vBnLaUqhTw+Rwwx64PkOgZCqzjSwef3lXcyBHDAT10amRn+ZvrMzJVURERPHDQA4RERFRJ3xbZsagbC0yNUqcm5cKwN/wOFbBjJwWgRwxMFMfw+Sq+kZX1P44oj6ByVViMCaWjJwsjRIWpwcerw8AUBXIvilIV6EgXRWyjYiIiHoeAzlEREREHdTk8WF/pRUX9PU3Nx4aCOT8WB17nxxToA+NLiW0tApASEZMNPU2F3KijB4XtR5BbrC5oZJLoVXKoh4jTrQyBQJNlRYndGo5tEo59CkKqORSjiAnIiKKIwZyiIiIiDroQKUVTR4fxgUCORkaJfLTVDjcgT45ZocbWqUMClnz6Vh2aiAjp50R5G6vD2aHO/aMnECfG4PdX47V1sSpzMBEK2OgMXKl1Rm8HolEgvw0FUuriIiI4oiBHCIiIqIO+rbMBJkEOK9IF9x2bl4qDnewtKr1xKnsGEurgiVSqW0HcvQpCqQopKgwO4LHtTV6HGjunyP206myOFEQaHIMAPnpKmbkEBERxREDOUREREQd9G2ZGcPy05Cqah4d3tGGx2aHO2yEd5pKDpVcirp2MnLEQE9OOxk5EokEhbqUYI8co92FLG3bY8PF/jlGu396VnVDUzAjBwDy09SobmAgh4iIKF4YyCEiIiLqgMYmD36sbgiWVYmG5vv75MRaXmWyhwdyJBIJsrRK1NvaDpSIpVfZ7WTkAIER5NbmHjntTbpqWVplsLnQ5PGFZeSI26lzDDYXPjlSF+9lEBFRkmIgh4iIiKgD9py2wCsg2OhYNDQ3DQBwqCa2hseRMnIAf3lVe82OxYyc9nrkAIFAjsUJT6CvTnulVRqlDCkKKQx2FyoDJVR9dM1NlfMDk6tqmZXTaW8fqML/vHcoOBaeiIioIxjIISIiIuqAPactUMokGNVHF7Jdr1GgIF2FQzFk5AiC4O+REyWQ016PnDqbCxL4myy3p49ODYfbh+MGOwC0W1oF+LNyDDYXqgIlWS0zcsT/X2Vlw+POMgQaSdtcsZXhERERtcRADhEREVEHVFmbkJ+uhkoefhp1bl4aDseQkeNw++DyClEzctoL5FSYHchOVUIujT59StQnEHg5UGkF0Fw61ZZMjRJGuztYktWyR05emj8jh31yOs8UaCTNjBwiIuoMBnKIiIiIOkAc4R3J0LxUlJudaHC2nWlhcvi/yOs1EQI5qUo0NnnhdEf+ku/xCdhVagor7YqmUB8I5FT5Aznt9cjx76OA0e5CpcWJjBQFUhSy4GV5aSpIANRwclWnGe3+jBx7lOeYiIioLQzkEBEREXVAWyO8h+YFGh7Xtp2VY3b4Az3RMnKA6CPI91daYHF6cNHArJjW2zojJ5ZATqZGCaPNjSqrEwUtsnEAQCGTIjtVydKqM2BkRg4REZ0BBnKIiIiIOsBgiz7C+9y8QMPj6rb75JgDGRkRe+QEJlHVRxlB/uVxIxQyCSaWZMS0Xo1ShowUBcrN/sBLZoQsoNYyNQqYHW6Um53ok64Kuzw/TcXSqjNgsos9chjIISKijmMgh4iIiChGDrcXNpc36rQofUpsDY/NDndw/9bay8j513EDzi/SQ6uUx7xusceNVimDukWZVDRZWiUEAJUWZ0ijY1F+uhrVzMjpFI/XB0ug9I4ZOURE1BkM5BARERHFSBwL3lZ50tC8tHZHkJs6GcgpNdpRZnJgaoxlVSIxkBNLWRUAZLbYr48uQiAnTYWahib4BKFD66DmIB7AHjlERNQ5DOQQERERxSiWQE5xRkq7ZUdmhxsyqQSpqvDsGF2KAnKpBHWN4dfx5XEDAOCigZkdWTYKOxjIyWpRftW6Rw4A5Ker4PIKwRIhip2xxWPGjBwiIuoMBnKIiKhbHK1txMynd6LSwvIL6j0MgS/hbQVEUhRSeH0CPF5f1H3Mdjf0KQpIJOHjw6USCYbmpeGDH2vR2BQ6/erL4wack6NFfoRyp7YEM3JiGD0OhI4o7xOltAoAy6s6wRQSyGl7uhkREVEkDOQQEVG3+KHKCovTg70VlngvhajLiA2Io/XIAQCV3J9l4/S0EchxuCM2Ohb9dvoAGGwu/P3fpc3H2N3YV2mNeVpVS82lVe03OgaAzBb7FURpdgyADY87wWBvLpljs2MiIuoMBnKIiKhbVFj8X/CO1trivBKirmOwuyCVRO5tI1LL/adX7QVy9CnRmxUPL0jH/NEF2LK3EocD/Xb+fdIIn4BOBXI6WlqlUciglkuRqVFEbI6cHwjuVFkZyOkoMSNHJZfCwR45RETUCQzkUFwdr7fB62OjRKLeqCpQcnGsru3pPUTJxGBzIUOjhEwaXhIlUiv8p1dNnuhf0k0ON/QpbQdVbp/SH/oUBVZ9+hO8PgFfnjAgW6vEuXmpHV53H50avxhfjBnnZMe0v0QiQaZWGbHRMQCkqeTQKmUsreoEo90NuVSCnFQle+QQEVGnMJBDcWOyu7Dw5e+weU9FvJdCRN1A7I1zrM4GgZNtqJcw2FwhjYAjUYulVe7oGTmWdjJyACBNLcevpw3Aj9UN2LynAv85acLUgZmQRuir0x6pRILbp/ZHv0xNzMfMHJyDmYNzIl4mkUiQF5hcRR1jsruQqVFAq5SztIqIiDqFgRyKG4PNDa8AfHqkLt5LIaJuUGV1Qi6VwORwByf9ECU7g82F7NS2M2nEjJxopVUenwCL04OMdgJCADDr3FyM66vH/9txAna3t1NlVZ11x0X9sXBcUdTLC9LVLK3qBJPDjQyNEhqljBk5RETUKQzkUNxYnP4a8QNVDfxFj6iXcbi9MNrdGNdXDwA4Wsc+OdQ7+DNy2gnkBDNyIn9Jtwb+/rXVZ0ckkUjw+0sGQSaVQCWXYlyxvoMr7j756SqWVnWC0e5GpkYBjYKBHCIi6hwGcihuLM7mkZv/PFYfx5UQUVcT++OI2QPHGMihXsAnCDDY3e02DFa10+xYbHYbSyAHAEoyNfj9JYPwyyklERsPx0u2VgmL09PmmHUKJ5ZWaZQy2NnsmIiIOoGBHIobq8N/IqtTy/HFTwzkEPUmYn+cIbmpyE9TseEx9QpWhwden9BuICfY7DhqRo7/hwydOrZADgBcNbIA/3V+9DKneNAo/UElBiNiJwgCjHaWVhER0ZlhIIfiRjyRvWJ4HvactsBkZw8Not6iMjB6vI9OjXNytCytol6hPtDrKbu9QI5YWhUlI0cMfKQoEye7pjM0gewgBiNiZ3d70eTxBZodM5BDRESdw0AOxY3F6YFCJsHsYXnwCcA/fzLEe0lE1EWqrE6o5FJkaRQ4JzcVZUY7mqJ8qSVKFmLT7lgzcqIFcsTeOSmK5D4NEzNyHG1M56JQYlldhtgjx+2Fj1P9iIiog5L7DIKSmtXpRrpagcE5WhTq1PicfXKIeo1KixMF6SpIJBIMztHCKwAnDMzKoeRmsMcYyGmn2bEjGMhJ7owccf0srYqdMRjIUQYDYW2NqSciIoqEgRyKG6vTg3S1HBKJBNPPyca3ZWY0tGiATETJq8rqREG6GgBwTk4qAOBYLQM5lNyaM3La7m0T7JETJSNHzGBJpMbFnRHMyGF5UMzEMvKsQLNjALC7eO5DREQdw0AOxY3V6YZOLQcAzDgnG16fgC9PsLyKqDeotDjRR+cP5BTp1UhRSHGUDY8pydXbXEhRSKFVytvcTy6VQCaJnpHTW0qrkiUjx+H2wuNLjPKlSBk5NgbCiIiog5L7DIKSmsXpCU7sGF6QhtxUJT4/yvIqomTX2OSBxelBn0BGjlQiwaBsLUeQU9Iz2FztllUBgEQigUoui9ojRyytEkuwkpXY7DjRM3IWvvwdXvm2PN7LAAAYAxk5GSkKaBT+gGCiB8KIiCjxMJBDcWNxuJEeyMiRBsqrdp0ycYIDUZKrsvpHj4sZOYC/vOpYnQ0Cm3pSEjPYXMjStB/IAfzlVdF6nzjcPqjkUsikkq5cXo9LSYLx4x6vD+VmZ/BzKd5MdjdSVTIo5VJolZz6RUREncNADsWNv0dOc5+B6edko8njw86TxjiuiojOlDh6vCAkkKNFQ5MH1Q1N8VoW0Rkz2NwxZeQAgFouhdMTvdlxsjc6Blpk5CRwIMfs8JcyJUpDYaPdjcxAMDCFgRwiIuokBnIoLpo8Pjg9PuhSmvsMjCnUQZ+iwL+Os08OUTKrFDNy0lXBbefkaAEAR9nwmNpQbnLg2vXfojpBsidaM9hjK60CAJVC1kazY2/S98cBkiMQYRIDOVGei55msruQkeL/EUurSPzHj4iIElPyn0VQUmpw+k+sxNIqAJBJJZhUkoH/lJrgTZCmhETUcVUWJ1IUUuhTmjPuBgUCOcd6YcPjcpMDV6zdhXKTI25r8AkCFr78HT48VBO3NXSFPactKDU6cLC6Id5LCdPk8cHq9CC7Ixk5bZRWJfvEKsDf1FkllyZ0Ro7JLmbkJMYajXY3MjT+z8Zgs+MEWRsRESUPBnIoLiyBMeMtS6sAYHL/TJgdbhyqSbyTeCKKjTh6XCJp7v+hVcpRpFf3yobHeyosqG104UCVNW5raHB6cLTOlvQN48vM/mBYhTnxMnLEJrXtjR4XqRWyXl9aBfgnVyVyRok54TJymsvzNEmQ0USRvbWvEpu/r4j3MojoLMZADsWFNRjICR3hOrEkA1IJ8NUJ9skhSlYVLUaPt+RveNz7MnJOGe0AgNPm+GXkiOUj+yutSd1QWsxqqrAkXiDHYBMDOWeekePsJaVVAKBRMCMnVl6fALPDHSytSkmSqV8U7u391Xjnh+p4L4OIzmK94yyCko41UFqlaxXI0aUoMLIgnQ2PiZJYldUZHD3e0jk5Wpw2O3vdr8+njP7gw+k4ZpGYA19WjXZ3sEdRMioXM3Is8QuKRdPRQI6qzWbHvt6TkaOUwZ4gjYQjSaQeOWaHGwKAjECzY5lUArVcClsv+0w8G9Q2NqG+0RXvZRDRWYyBnLNYQyArJh4sDv9t61LCU9QnD8jEoZpG1Nv4B5Io2VidbjQ2eSNm5AzOSYUA4Kf63lVeVZoAGTli+QgAHKhMztJUQRASOiNH/JsUc48chayNHjm9p7RKo5AldEaJ+N5oSoCMHDE7KFPTfO6jUcpgd8fvfIw6zuXxwWh3w+xww+ONf4CQiM5ODOScpb4/bcbMZ3ZiX4UlLrdvidDsWDS5fyYAMCuHKAlVRRg9LhqQpQHQXIrUG3i8PpwOBB3K45iRI2YdSAAcqIxfr54zUdfo8k8zVMtRZW2CJ8Ga3htsLkiAYFlMe/zjx3v31Cog0CMnAYIk0QRLqxIgI0fss5TRIpCjVSZ2jyEKV9vo/zsnoPmzl4iop/WOswjqEEEQ8PevSuETgB+q4vPLrdXpgUwqgSbCL5Ln5GiRk6pM2ECOx+sL+fWbiJpVBMp6CiOUVhWkqyCTxDdzpaudtjjh9QkYkKWB2eFGY1N8flkXP5NGFKRjf5IGcsSyqvH9MuD1CahtaIrzikIZbG7oUxSQy2I7dVIrZGg6C5oda5SyxO6RI5ZWJUD5V3NGTnNWl0YpZ2lVkhEDOUBzySURUU9jIOcs9G2ZGXsq/Cf6J+P0y7jV6YFOLQ+ZaiOSSCS4sH8mdpWaeiRltdrqjPmLZYPTg6Wv78PVL36L6iTuQ0HUXaoC2SkFOlXYZXKZFAU6dVwzV7qa2B9nygB/JmG8glRmhxtquRQX9NXhWF1jQn+xjqYsUFY1sSQDQOL1yTHYXDH3xwHOjvHjgD8jJ5EDEeZgRo437o3AjY4IpVUJ3iyawtU2NAdvDDb+sEdE8cFAzllGEAQ8t/MUclOVGJ6fhlJDvAI57ohlVaIp/TNhc3mxrwd+WX7ss5+wdNPednsGNTZ5cOfWAzha2wiXx4eHPjoCXxJPhyHqDlVWJ7RKGdJUkd/fRfqUXpWRI5aJXdhfDOTEJ0hldriRoVFgZJ90eAXgx+rk65NTbnJAIZPgvCIdgMQbQW6wu2LujwMAaoUUHp8Q9oOE2+uD1yf0mtIqjTKxe+SIGTk+AXB74/s322R3QSaVIK3F+Y9GKWdpVZJpmS2Y6Bk5W/dV8odHol6qd5xFUMy+OWXGvkorfjGhLwbnalFqtMflFyqL04N0dfQ+Axf000MuleDfPTCGvNraBKPdjWf/XRp1H5vLgzvf+gGHahrxlyuH4Z4ZA7G73ILXvqvo9vURJRNx9HikbDsAKNanoNzsiPsv413llMmOTI0CQ/PSADSXB/U0k91f9jOiIB1AcvbJKTc7UKRLQUG6GjKpJOEaHtc3upClja0/DgCo5f6Mm9a9WcTsi95SWpXIPXK8PgEWhxtapfhcxHedRpt/9Li0xeejRpnYGU0UrraxCWq5/ytUIg/mqG9swqpPf8L2H2rivRQi6gYM5JxFBEHA2p2nkJemwlUj8lGSqYHF6YlLozar09NmRo5WKcfYIh2+6oE+OQabC3KpBG/urcShmvBfsW0uD+566wf8WNOAVT8fiosHZWHOiHxMG5SFZ746iWN1jd2+RqJkEW30uKhIr0Zjkzc4uS7ZlRod6JepgUYpQ5ZWGdfSKn2KAvoUBfplpCRln5wykwPFGSmQSSXok65KqECOIAgw2DtWWqUKfNELD+T4/91bAjkahQxNHn+WUaKxOv3jvvPT/aWe8e6TY7S7QhodA4GpVQzkJJWahib00amRppIndEbOqUC5ak2C9Rsjoq7BQM5ZZNcpEw5UWbFkQjGUcin6BybIlMahT47V6YaujUAO4O85cdJgR2U3nsyLjYuvHdMHGRoF/vLpTyEnoycNdtz6+j78UGXFI1eci+nnZAPw9/G572eDka5W4IEPDqMpAaZhnKl1u07h/vcPxXsZlMQEQUBlICMnmmJ9CgDgdIL1P+msU0Y7SjL996lIp45raZU+ME1pZJ90HKhqSKqsJ58goMLiDL4+CnUpCRXIaWjywO0VOtYjJ1A65WyVrdLrMnIC2S6J2OdF/KGqIBBcjvfkKpPDHdIfB/BPrUrEx46iq2loQm6aCllaBQz2xA3klIuBnEYGcoh6IwZyzhJib5z8NBXmjMgHAPTPDARy4tAnx+LwQNfOCNcLe2AMudHu/7WuJDMFd108AD9WN+CdA1UQBAFb9lZi0avfo7bRhb/OHY5LBueEHKvXKPDAZYNxvN6OZ7462W1r7An7KixY++9T+PhwHQ5HyEoiioXF4YHD7Ys4elwkflGPVwlSVzLb3bA4PeiX4f8sLcqIX/8fsUcO4A/kmB3uuAWVOqO2oQlNHh/6ZvhfO4V6NSoS6DUiNjTtUI+cdkurescpmCZwPxIxGCFOicpPEzNy4lxaZXcjQxP6GkpR+DNykinwerarbXQhL02FLK0yoTNyxMECzMgh6p267Sxi48aNmDFjBkaOHIn58+dj9+7dbe7/zTffYP78+Rg5ciQuueQSbNq0KeTyNWvWYMiQISH/TZ48ubuW3+vsr7Tih6oGLJnYF4rA6NS8NBVSFFKcNPbsybLb64Pd7W2ztAoA+mWkoEivxoeHarvtBEf8JSVLq8TlQ3NxXpEOT31Ziru3HcTqz37CeUU6bPrv8zFlQFbE4yf3z8TVowvw2ncVCTcqN1ZOtxd/+vgo8tNVUMmleGtfVbyXRElKHD3eVmlVH50aEgCnTckTZIjmlMkfBC8JBMWLdGrUNrp6/Mui0+2Fw+0LZuSM6hPok1OVPOVV4sSq4gwxI0cNi9MTt3HurdXb/J/vncnIaZ2xKQY8es3UqkBGTiKWB5kTLSPH7oqYkSOgueSOEpvb64PR5kJeqgpZmkQP5Pg/V5P1/JSI2tYtgZwPPvgAjz76KG677Ta8/fbbGDt2LG655RZUVlZG3L+8vBy33norxo4di7fffhvLli3Dww8/jI8//jhkv/79++Orr74K/rd9+/buWH6vVG31f4ifV6gLbpNIJCjJ1PR4Ro41MB2qrWbHgH99iy4oxv5KKz45UtctaxH/AGdplZBIJPj9zEGwu734tsyEe6YPxP+bP6LdX2CnD/KXWyVrqciz/y5FmcmBBy4bjMvOzcHHh2sT5ssTJRdx9HifCKPHRUq5FHlpql6RkSOWpfYLlFaJ2UY9XRIkflkVAzkDsjTQKmVJ1SdHfD00l1b5v3gnSnmVmJGTpelERk5YaVXv65EDJHhGTnr8M3IcgYBrZqvXkCYYCOPf3WRQb3NBAJCbpgxk5CTu+HGxtMrm8vK8jqgX6pZAzvr16zFv3jxcd911GDhwIB544AHk5OSEZdmIXn/9deTm5uKBBx7AwIEDcd1112Hu3Ll48cUXQ/aTy+XIyckJ/peZmdkdy++VGgMnCKmtsmBKMjU42cM9csRATns9cgDgqhH5GJqXiv/bcaJbfu1rGcgBgAFZWjx77ShsXHw+rj+vMOrknZbyAinbtQ2J+6tMNPsqLNj0XQWuHl2AC/pm4OrRfeBw+/DBj7XxXholIbGfVUEbGTlAfEuQutIpo39ctnh/iwLZJD1938RATkYgkCOVSDCiIC2pAjllJgdUcilyA5+nhbr4BMWiaf23IhbBHjmtskCcvay0SgxIJeLkKrFHTn4CZOSIQaVIzY4BcHJVkhCzW3LTVMjWKmF3exMyG80nCCg3O4KfWbUJ1CfnjT0VeP4/p+K9DKKk1+VnES6XCwcPHgwre5o8eTL27NkT8Zi9e/eG7T9lyhT88MMPcLubI93l5eWYOnUqZsyYgbvvvhvl5eVdvfxeqyEQPElVhv4C2D9Lg5qGph79I2R1+p/T9kqrAEAmleB3MwahrtGFdbvKunwt4i8pLX8hG1ukC5ZKxEL84pFsNchiSVVBugp3XjQAADAsPw1D81KxdX8l6/Wpw05bHNCp5UhVtf3eLtarg7X7yazUaEex3j9lCfCXVgHo8d40rTNyAGBkQTqO19tga/Erv9HuCu6baMpNDhTp1cGxzIX6QEZOggT8DDYXVHIpUlWxZ9GIGTlNvbzZsRiIcLgSrzTIbHcjVSVDWuAzKZ4ZOcZAKXfr0iqNwr+21hlNh2sacN97h+BJwGlgZzPxXC83VRUMkiRieVVdowtNHh/GFfsz8ROpvOrTo/V47yBHohOdqfa/SXeQyWSC1+tFdnZ2yPasrCzs3Lkz4jH19fWYNGlSyLbs7Gx4PB6YTCbk5uZi1KhRWLVqFQYMGACj0Yhnn30WCxYswHvvvYeMjIw21ySTSaDXx/7FvCvJZNK43XZLHokECpkEedmpIVkmw4szAJTC4PahT25az6yl2j+uuzAnLabHZqpeg6vPK8Sm709j4aR+GJCT2mVrafT4kK6WIy+789ephz8oZXF5E+K5jtVfPjqMMpMDLy+5IOS5XzSpBP/z9g84bnVhXL+231tnIlHeG9R1qhpcGJCT2u7zek6BDtv2V0OqUiC9nabniey0xYnBec2fY3o9oEtRoNbhPqPXdkffG00SMwCgb4u1XDg4By/sKsOP9Q40NHnw7r5K/OeEASMKdXhr2aS2ri4uKqxNGJTb4rGEPzBV7/QkxOeE1e1DTqoKGRnamI/J8fq/gEuV8pD7IJH7T73ys1OhT41ehpgs8pr8AQiJQtYjz1VH3h82jw9ZWhVys/zPW+vnoic1Bc59+uamh6whN9MfrJQoFSHbv9tbhX8cqcPKK4aiOAHeA+TXEHhfDy7Sww7/+XSTNDHOZ1q+Nw4H+l9eNCQXHx+uQ4MXCbFGwJ99VtfYhPT0FEil7We+E52p3vqdo8sDOaJIJSltlam0vkzMBhC3X3zxxSGXjx49GjNnzsTbb7+NJUuWtLkWr1eA2dzzk5kA/4dmLLctCEJMZTydVW91IlUph6VVH5ecwK+LB04ZUaztmS9UVQb/yYzE7Yn5ebllfDE+PliNP7xzEE9ePaLLHqtKkx2ZGsUZvz5yUpUoN9ji9jrrKEEQsOW707h0SA6GZqaErHtKXx1SVTJs+OoEBumGdtsaYn1vUPI4UdeIC/pltPu8Zgc+dw6WGTE0r2cCyF3N7fWhzGjHtEFZIfe3T7oKJ2oaz+i13dH3RqXBBgCQerzB40oCmYK/3OTPhO2jU2NYfhoOVlhQXdeQUI12vT4B5SY7pvTPDLnfBekqnKg9s8eyq1SZ7MhIkXdoLS6H/1d6o8URcpzR6v877LK7lOntnAAAIABJREFUYPYkXklGR3ma/Fle9WZHjzxXHXl/1FidSFfJ4bL7sxFMVmfcXk+n6/wTIRU+b8gafIGsuVqjDeaM5rLUisD7+mSVFWn8rpswSmsboVXK4HW6oRb8WWinaqwY1EZvuJ7S8r1x6LQ/wH9ulgYSAKU1DQnxWQoAZrsLbq+AE5VmZPeCYDYlvmT+zpGTE/08uctLqzIyMiCTyVBXF9qc1mAwhGXpiLKzs1FfXx+2v1wuh16vj3iMVqvFoEGDUFpa2iXrjqdvTpkw/amdMNm7LzWzscmDtAilTMV6NWRSCU72YMPj5h45sQeOsrRKLLuwBLtOmbDjJ0OXrcVgc3Wo50E0uamqpCqtqmlogtXpwdgiXdhlKQoZrhiWh8+P1Xfra5J6F4fbi9pGF/oGmtW2JTiC3JQYZTOdUWF2wisgOHpcVKxP6fFGzma7C1JJaLlqmlqOxRcU4ZrRBXhhwWi8vfQC/PcFxfAKwLE6W4+urz3VDU64vUJw9LioUJcS7LsUb/Wd+FsRbfy4WMqs7iU9cjQJ3CPHbHcjQ6MIBi7jW1oV2stKpFVEnvollusYE7Bs52xW29CE3EDwIZFLq8pN/h5uhTo1MrXKhDpHtQS+B1Qn0JqIklGXn0UolUoMHz48rIxq586dGDt2bMRjxowZE3H/ESNGQKGI/GW/qakJJ0+eRE5OTtcsPI4O1TTC5vJ268l1Q5MHWmX4L7BymRTFenVw+kpPsDjckEnQoV4DAHDNmD4YmK3BU1+e7LK1GGyuDk0hiSYvLbkCOUdq/a+1wbmRS8rmjy6A2ytg+w+sYabYiEGZvhntB3LE/ic93UumK4mfmSWZofe3SK9GtdUJj7fn+oWYHG7o1IpgfxnRHRcNwO9nnoPRhTpIJBKcm+d/vx+qaeyxtcWivNXocVGhXo1KixPeBOgRUtfoCn55i1X08eM+qOTSsOcrWQV75CRiIMfhRkaKAip55MbTPclkd0OrlIVlwwWbHbsjB3IM/EElodQ2NiE3zX/eqE9RQCZJ0ECO2YEinb+HW16aCjUJ0uy4yeMLfiYm03kzUSLqlp+DlixZgm3btmHLli04fvw4Hn74YdTW1mLBggUAgBUrVmDFihXB/RcsWICamho88sgjOH78OLZs2YJt27bhpptuCu7z2GOP4ZtvvkF5eTn27duHO++8E3a7HfPmzeuOu9CjxAZkZd3463RjkzfY7K+1kkxNj2bkWJwepKkVHS6PkkslmHFONspMji5r/mewubsmIydNBaPdDVccTxI74lhdIyQABmVH7vcwIEuLsUU6vLWvMmnuE8VXWZQv45GkKGT+csQEaWTbGacC97dfq8boRfoUeAWgytpzJ6hmhwd6TfsZjnlpKmSkKHCopqEHVhW7MpM/oNc6m6tQp4bHJ6Auzl9AHG4vGpo8yEnt2N8KuVQCmSQ8C8Tp8faaRscAoJBJIZdKEm5yjyAIMDvc0Gv8QU6VXAqnO35/z4x2V9jEKqBls2hv2P5AYgYJzmYtM3KkEgkytUrUJ+BzVGZyBP8e56YmTkZOg7O54X51D/6dJOqNuqVHzuzZs2EymfDss8+itrYWgwcPxnPPPYfCwkIAQFVVVcj+xcXFeO6557Bq1Sps2rQJubm5uO+++3DZZZcF96mursZvfvMbmM1mZGRkYMyYMXjjjTeC15nMxJGA3RnIaWjyIFsbuclT/ywNvjxugNvrg0LW/aneVqcnpolVkWRplRDgLyU407pau8sLu9vbJYEccQR5na0pODY3kR2ts6E4IyV4AhnJkgnFuPOtH/DK7nIsndivB1dHyUgMyhTHUFoF+AMeyTyCvNRoR5ZWGTahK1g2ZnbEFNTqCma7K2RiVTRiVs7hRMvIMTugUcjCPosLA1PAKizO4PjoeGg5brgjJBIJ1ApZWBaIw+3tNaPHRRqlLOEychqbvPD4hGApk1ouRVMcexJZHJ6IJeUpUUur3CH/S/Hn8Qmot7lCPguyNMqIz1GZyYF3DlTh9qn9ezz7zicIqLA4MakkE4D/HPXbMnOPriEasawKYEYO0ZnqtmbHCxcuxMKFCyNe9sorr4RtGz9+PLZt2xb1+p544okuW1uiqemBjBxbk6fNjByv4C9z6J/V/R29rU43dJ0M5Ihjwg029xkHcsRfu7K6oMlzXmrzCPKkCOTUNmJoXtuTuiaVZGLm4Gy8uKsMlw7J7bEvpZScTpkcyElVthkcbKlYr8bOk6aw7X/88DA0SjlWXDKoq5fYpU4ZHegX4T1RFIeyMbPDE/Nn99D8NHzzdRmcbm/CNDwWR4+3ztJsHkHuxPnF8ViZn/hjS0dLqwBEzAJxuH0J89h3lRSFLOEyckyOQE+aQBZMvDNyLE53xICrTCqBWi6FrcXjJ/7QBDAjJ5EYbC74hNCgbpZWGfE52v5DNV7+9jSuHJGPksyenZZT29CEJo8v2HcsL00Fm8uLxiZP2I8PPc3aIpDDHjlEZ6Z3/SSUpGob/X8AykzdV97U0OSBNkpPGvELwMke6pPjz8jpXPAk2FiuC2rGxT+8XZmRU9uQ+CdcjU0eVFicUfvjtPSb6QOhkEmx+rOfgpPkiCIpNzli6o8jKtKnoN7mCvkVv7ahCR8eqsW/Txq7Y4ldRhAEnDLZI56cZ2mVUMulPZptZHK4I5ZsRDI0NxVewZ+VlyjKzZFfO3lpasgkQIUlvplbdYG/0R0trQL8WSDOVlkgDrc32CC4t9AoEi8jR2zWLwZP/NlR8VtjQ1P0bGSNUga7u/kLrrHFOQ575CQO8YfXvNSWgRxFxOfoSK0/8/FUD/agFIkZskV6sbQqcI6aAH1ymgeeyFFtTd4+eUSJgIGcOHN7fTDaXJBLJai0OOHuhgaZHp8Ah9vXZkYOAJT2UJ8cyxmUVmUGvqx0xS9UwUBOFzQ7zg0GcuL/R7I9PwW+wA3OaT+Qk5OqwvLJ/mlhnx6tb3d/OnuVmRwxl1UBzSVILQMeHx6qhU8AqizOuE6XaY/5/7P33mGSnPW1/6mqzmE6Tk8Ou7M5aIOyVghJmCTJSAghksEmGRn7Xvvaxvfxj6vHvjbGAWPja0wwRthgWQJhkMgghARaZa20WZtmdnKezqG6u7rq90fVW9O5q7urenp76/OP9MzO9PTMdFe973nP95xUFlGWw4i39OelKAqDLWyuyvGC6HJUMFoFQA48PtMmOTlcjsdchC3r+DPQFHq7LJjb4OaqRkerAMBsZEpcIGwHjlZZTUyBo6QdCBc5ciwb7MiJsZWd0XZToaOJrE+8NqPeWtVGkGtBT5EjJ5jIgC867FoXclovRBeXD/S00Ro1KmXkbAs49NEqHZ0m6ayVxCXIaiIDAcDe/i7kBGiyYI2nRfW7kp3SamTQ6zS30JGTbSojB1BHyFmVZprVcOTYTAycZsMlcVM6tyIuLrYFygcdF3PP/n7s7HHgs0+Oy68lHZ18omwW4VS2LkfOepaMeM0TBAE/OLUIA01BANo6CHkyWD7omDDotmCuRaNVMZYDL5RWGldiPfC4PXJy5qNp5Hihogg44GoDISeegdNsaCiguJwjJ5lpn7E2tbAZ6TZ05BTWfW+kI4cXBNGRU+F9ajMZygo527odWEtmdUdsmyCPWTrX140+mwk5QWxkJawmMnLdfCtbYQnTIRZmAy2Lz+S/7bBGjUnryK3d9kuqJERHpx3RhZwNhqjjVw+5AWiTk0M235VOggBg1GdriSOH4wXE07mygX9KsBoZ2IyMfINshrVkBjQFRSGhSgg4TW1hW63FueUE3FYj/AoFLIam8Kdv3IpQMoMvHp7U9snpNEWlNrdkJodvvjKHjz9yXJMxlXqqxwlyBbn0tacWY5gMpvCOfX0A0NImvXohVvlyGTmAKFLNRVIlJ7RaQFwHSq9jFEVhZ2/7BB7Xeu0MFIliF1YS+MRjp1o6frcSTzc0VgVI4kGxI4fjO6q1CmjvjBy3deMdOYl0DrwAdFVYh9mMtJyJA6wfNG0L2JHm+LZzO12uLMXSsBjogvW037Ge3UggbhyrkZaF/1YyE05hwGWRQ5a7HSZQaI/x/wjLgaaAMZ94mHgprJt1dNoVXcjZYIg6ftWw9kKOo0JGDiCOV00Gk5pvPEjtYKOOHECaR1ZptMpjM4Gh1WkTCDjMbXHaUYtzK3Fs67bXVf++s8eJd+7vxyNH57GgzzSX8MJUCP/+wvSGPodHjs7jxs89jY8+fBQPPD+N15ZiWIql8fmnL+KOf30Bf//kOF6aDuNlDZorpsNkM6480NFhNsBjNcrOmx+cWoLZQOND1w2DwsbY0ZUyE2ZhoCn0VWhSGnRbkMkJLbGxy4GudQjSO3qcmFhLtMX4mtx2VknIcVkRSmWxlsjgn381gd/4xhE8dWENvzi30rLnuBRLNzRWBZCmJL21aiMIp7KwGmnZ/VSuQaxVRNPi+9RZMSOnyJEjHTSN+cXNbjvWW1+OLMfExqr89RMZz19NrF/vz0lCzk1jPkyFki13VBVn1hkZGl57e1SQR1NZOM0G9LnEa6peQa6j0zidtZK4BCFBx1u77XBbjZoEHsfT4uKgWlL9Jq8VLMdrfpEntYNK8xzK4bWZCoIAG2UtkYFPYUCoEnqc7S/kcLyA8dWEoqDjYt64vRsCgInV9nVKbBTfPjqPfzk8iZML0Q17Dk+dX4XLakSa4/HFZybxgf98FXf86wv4xkszuHrYjS+/6wrNTuSmgynQ1HpdtFJIBXma4/GzMyu4ZasfXpsJ/S5Ly0Y9G2E+wqKvy1xRBB6U83+0Fz3rdeQAYuAx3yaBxwtRcQSgkhBFXlPv/o8j+PpLs7hjdy/G/LaWLv5X4hkEmnHklAk77khHzgbmz5QjlMwWvK5ER87GiE0xae1T0ZFTlDFEDpr8Ko6T6zTPcrxU1F0f+S905Ay4LNjd14Uoy8mCeyvI8QJmI6WZdQGHCUtt4H4hod89TvHavhjTDwd1dBplYzvodLAcS8NmZGA3MRhyWzVx5MRqZOQA4mgVII4zVDplVgOSVt+cI8ekytjFWiKjSj4OIeA0y/O+JkN7aqRTwSQyOUFxPk4+ZEO10XkV7Qhxj3zluSn80917W/79szkex+ajuGtvL/741i1YS2TwwlQIcxEWb90ZkIUFrU7kZsIp9HZZ6n7dD3ksODITwa/G1xBLc7hjVw+AdYdguzIfZateJwfl/J+U7LbUCnl8pA5ROj/w+Ir+Lk2el1JWJZGkkkOQtCq6rQb87dt24uCgG3/6/dMtE6G4HI+1RAbdDVSPA+XHeVLZzhutspkYpNps/CeUysKdV2ZgNtAb58ghax9rZSEn39FEDprUzAXUaZ7lWBpXDrkKPlbub3RuOY7tAYc8fjsVTMGrQrGGEpZiaWRzQonLscdpxpQGe4x6iUjNtUQcb/cDUB2ddqY9d5uXEaK6Ly5ih73aCDlKMnI2keYqjTdPJK3e1YSQ47UZ1XPkqCjkkFaAlUT73pRI0PFWBY1VxfjsJpgNNOZ1IacAjhcwE07BYzXi2YshnJhvvSvn9GIMaY7HQSlry2c34bZdPfjo9SOyqABIrjENTuSmQykM19FYRRh0W7EUS+M7x+YRcJhk0WPUa8N0qPGMGS3a//JZiLDor+I+6nGa4bUZcXhC+xyXSAOOHPL8TrdBTs5KIgN/FZFkzG/Hg+8/iAfffyUODoqvj94uC5Zi6ZaMK5BCgkZHq4rFg2yOR44XOk7IsUr1463IhVJKuNiRY2Q2zJEjCznmCmHHxtLWKp/dtC4SqJALqNMcOV7ASjxd0FgFiCKc1UjLFeTxNIeZMIvtAcd6K2wLDyZmwuVzx3qc5rZorYqxHJwWAyxGBl6bUR+t0tFpAl3I2WCWYmkEpEXsiMeKlXhG9cDAmIKMHI/NBK/NiPMan3KuO3IaH2ny2U2IsFxTmzVeEBBMZtUVchyk3rF9T87OLSdgYiiM1hFKS6AoCn1dZszrGTkFzEdYcLyAj1w/DLfViK88N9Xy53BkJgIAODjoqvp5AYf6jhxBEEQhp4HXFLF+vzwTwe27e+RRpVGvFWmObyiPaTHK4pbPP4tvH52v+Hx/eWG14Qa2ZCaHUCpbVchhaAp37u3F4Yk1zTOlQsksbEYG5jrcUBRFYUePoy0qyFfjaXTXuA5vCzgK3F69TjPSHN+ScYUVafy5qdGqPPGAuC4snZaRY2QgACV5QBuJ6MgpGq3asIwc6UCtYkaOKOQQcXItkYHXbkKXxQADTekV5G1AMJlBTigv6vrtJtmRQ9bR2wJ29HaZYTbQrRVypAPhwZLRKjMSmdyGt49G2ax8mHspRBLo6LQznbWSuARZzgtRJBshtWt3E1JGjt1U3QWzPeCQk/a1IqLCaJVXWvQ301wVZTlwvKCJI6edb0rnV+IY89thYBp76/e7LLojpwjSYLSjx4n3XzWI5yZDON5iV86RmbCcs1UNLU7kgsksEplcxbDaagy518WQ26SxKmB9nKaRto8nzq0izfH4x6fG5cDJfL59bAF//NhpfP/UUt2PDUAWMvtrjKDefYXYvvXfxxYa+j5KCaeycFcY16jGjh4nLq4lNzTwWBAELMczcuuLUnq7WheSuULqhpsZrcoTD1LSmFXHOXJM4s/TLs1VgiCI7w1LviNHDJ7eCNdQrMbax24ShbBUll8/aLKZQFMUvDZ1Ch50moPcO8tdC3x5Qg5ZR28POEBTFIY91paG98+EUzAb6JKmPbJG3eiWqKg0WgWIz2mxjdfMOjrtji7kbCAcL2A1kSkRctQer4qlOdhNTM12pu0BBybWkshoeGIVTWVBoXpeTy1IQ0AzCxvytWqGHZO/YztYV8shCALOLSewrYGxKkJ/ly7kFDOZV0V9z/7+lrtyMpyYj1PLjQOIiya1T+SmG6geJ5ATw719XbIFHQBGiB29gSysJ8+vYsRjRZfFiE/+8LWC3Imzy3H841PjDT82II5VAajqyAHE8Z+bxnx47MSipi6F4hwQpezqEQOPtRbvqxFP55Dm+LpFkl5JRFtsgTtwSXbkNCjkGGnkeAGc5CAlOTKdJuTYpJ+nXZqrUlkeaY6Hp8CRIz5HLdc4lYiyWRgZCpYKzjkbEcKyubyDJvG5++wmeWxHZ+OQrwVlHDk+u0luFju3HIfXZpSDqlud+TYdEoOO6aLcsXZYo/KCgFiak51pvV0WLEVbMyaro9OJ6ELOBrKWyIAXgB5JNSdjBmo3V8XTnCLhZEePAzlewPiaduNVUWk2tpnKb7K4aSYnRxZyVHTk2EwMnGZD2zpyVhMZhFJZbO2uP+iY0O+yIJbm5NNFHWAqJObjuKxG2EwM3n/VIJ5voSuH5ONcOVQ7VFeLE7mZJoQcl9WIO/f24qM3DBd83G01wm011r34XY2ncXw+irfsDOD/vnU7poIpfPZJUbhJZDj8fz94DW6rEZt9jS+s5xUKOQBwz/5+hFNZPKFhVXZxDohSdvQ4AQBnNjAnh+SJFZ8c16JXeh234iR3JZaGiaHgasD1BKyLB8SVk+KIkNNZy692c+SEUuI9vjAjR/ydF4dPt4Ioy8FpNlQM9bbl/f7I2oYIAaLbQ8/I2WiIANJTzpFjW/8bnV2OY1vAIf+tR71WzEfYlo0dzoRSZR2y7eAaT6Rz4AUUjFYlszm5XVdHR6c+OmslcYkh2zSli6vFyKDHadbEkVMtH4ewPUCaTLRb2EfYbFNjVUD5hoB6Iadbago5ABBwmjbctlqJc8tkbrtxRw5prtJzctaZCiYx4l1fNL3zgOTKebY1rpwjs2FQqJ2PA6y7CtRcyE2FUjDQlOySqJf/86ZtuH7UW/LxTV5r3WLLL8fXIAC4easf14x48JvXDOGxE4t4/OwK/ubnFzAbTuFTt+/Anj5n40KOVJftVeDmu3rYjWGPtWJejxo0OloVcIi5aK9toCOH5M/UO1rVZTHAaqRbMlq1HE+j22GuuAGvhSweECFHzsjpNEeO+HO2iyMnnCxtc1sX1Vr/HEnlciWIoymZ4UoOmkSRQHfkbDTLVURdn92EWJpDPM1hYi1Z4Hwe9dogQP3YhHJwOR5zEbakehxYF8w3MscxIhWekPKVdVFeX1Pq6DSCLuRsIMtlZu+HPeo3V8UzuaqNVYQBlwUOM6Op1T7CcnA1EXQMQK5wbCYjh5yc+NUWchztG9y23ljVnCMHgD5elcdUMCWPAgHiyMQHrh7E81MhvDob0fz7H5mJYEu3HS4FroyeLvWt1TPhFAZcFhiacNmVY8Rrqzsj56nzaxj2WDEmZex87IYR7Olz4s9+fAY/eW0ZH71+BAcH3Rj12hBMZuUWvXqYj7Do77Io2tjTFIV79vfjxEJMs2DhUCoLt7X+61g7BB6vSkJOt72+sSWKotDrtGgeJA0Ay1I9eqOQEGqSRUQycmwdJuSQUbFkmwg5JAi7vRw5la/RxJGTyOTk9QkZI/fZjQglM23VCHY5IrbMlhd1iVP85ekwOF7A9sD6OmvEI96PplowXrUQFcsXhj2lBytGRjyA2Mg1Kilfyc/IAdo7W1JHp53RhZwNZKnIkQNADkVTc140ziobraIoSvPAYzHkrDlHjtlAw2Fmms7IMRto2E3qLqbbOYH/3HJCEusa//3rQk4hkVQWoVQWI0U25nfu74ffbsK/PH1R09nvDMfj+HxU0VgVAHTbTaCg7qJpOpRsaKyqFpt8NoRTWflkvRZRNouXZsK4eYtfXmgbGBqfun0HzAYaVw278cFrxREuIrw1EkA5X6N6vJg7dvXAYqDxiAauHDYrZsw04sgBRBfmpMa5aNUgQcL1OnIAMfC4FdfaFcmR0yjFo1VE0Om0jBxSppBql9Eq6bqRn5Fj3kBHTpTlqo7n2aTfXzKTK3Xk2E3ICeL9RmfjWIqVVo8T/JIY/exkEMC6wx0AhiXHbityciakxqxhj63sv/c4zVjaQNd4NCUKOS45I6d1wfU6Op2ILuRsIMsxUUxw5Qkbwx4rYmkOkZR6GSTxjDIhBxBvPudXEuB4bTafURVGqwDRldPMzPhaIgOfzdiwXb4SAacZwWS2qWp0rTi3Em/KjQOIpygOM6MLORJTknsuP6gXEMcmPnL9MI7NR/HMxaBm3/8UycdRMFYFiMKGz25SzVrNCwJmw2xDjVW1kAOPFS5+D08EkeMF3LrVV/DxAZcV3/3QNfjnu/fk1ZvX99j5zEfrE3KcFgPeuiuAn55ZUX0jJrsOGgxt3+K3IycAF1sYxJnPSjwDh5lpSNTo7TJrvvgXBKGgWbIRiAskLTtyOrN+3GoSf552ceSEpfeGu00cOTE2W9UZbc8Li15LZGBiKHkkfn2cXBdyNpLlWLpi6Dlx5Dx7MQSrkS64J1qNDHqd5oZaGOvl+GwEFMTq83Jo0VxZD1HJkUPCjn12Eww01bYHoDo67U5nrSQuMZbjaQQcpgIxQbZgqhh4HGM5OBQ6T7YHHEhzvGYW0KgKo1VA8y0Oa4mM6vk4QPvUOxbDCwLmImzBCFCj9HdZ9IwcCfI+Kfd7vXNPLwbdFnzh8GSJJf61pRj+/hcXkMg0J9gemRHzcQ4oFHIAUWxUa9G0HEsjzfEljiQ1GK3zFPPJ86sIOEzY2ess+Te3zQgDs36765dGwepdWMdYDvF0Dn1d9W3s79nXjzTH44enG6s8r0S5zWo9bJVyHC6saBdwX42VRKZht0uv04JQKqtpfXqE5ZDJCXWHMedTEnbcofXj6xkv7XGIEUqKLVH5rlvSGLUhjpxaGTn5o1VJcX1C1oZeFZo6dRqHzebwqZ+dw3w0jS3+8gIJWU8uxdLY2u0oaYwa9dpaMlp1bDaMzX6b7JArZqNd42ScmRxg0xSFgMOkV5Dr6DSILuRsIOVO+oZUriAXBAHxTK4uRw6gTSVtjhcQU2G0ChBrw4NNhh1rIuQ4SAZJey24oiyHHC+o8jP3uyyY0x05AIDJoBj0W86hYWBofOyGUZxfSeDxM+utRb+8sIrffvgYvvnqPL7+4kxT3//IbARbFebjENS0VhNHkhaOnL4uC8wGWpFbJJXN4bnJEG7e4i9ZQJfDQFMY8ljrXlgTJ9pAHY4cQAwYH/Pb8NxkqK6vqwUZH2lUyBnyWGFiKJzfICFnNZ5Gd4PXJNmSr+EGgIx+VRqnUEKxC6RT68etbVY/HkqJbW75B2UkYLrVjpwcLyCezikScshoVf69Wnbk6BXkLWc6lMKHHjqKx04s4oPXDuG9Vw2W/TyP1QjyStteplBixKt+bEIxgiDg+FwEu8scZhACDjMSmRzi6Y1pHo2yxJGzfs/q6bJgST8c1NFpCF3I2UBER07hArG/ywyGplQTcliOR44XFIUdA6KzwGygNRFy4mkOAoCuBjcd+TTvyMlq6shpN5soqTP1qvC773dZsBBhNV2QXCpMh5IYclsrBv2+aUc3tnbb8aVnJ8HleDz0yhw+8dhpbPbbcdOYDw8emcNimQWMIAj472PzVcNcMxyPE3Xk4xACDpNq1ur16vHmnV7F0BQlZ4bV4rnJENIcj1u2+hU//qi3/gryuajy6vFiDg66cXwuqurYarOOHANNYZPPjvHVDXLkxDMNu12IkLOk4XgVEeTVyMhJc509WmU20KApsXWpHRDb3ArfF+uOnNYKObF06ea1GDksWgo7Ji4cYH1sR3fktJZnLgbxgf98BcuxND739j34+I2bKt7rDQwtv962lxlrGvXakMzm5KY+LZiLsAgls9jd11XxcwJ5rnFBEHB8PopPP34Ovxpf0+x55RNlOZgNtBwCD4jNVe22ZtbRuVTorJXEJQQvCGIbRtFJn4GhMeCyqCbkENVdSf04IC7st3bbNakgJ0q8S6WMnHhaDPqsFy7HI5zKyo0QaiLfJNvspkRO7r12FYScLgtYjm+qNaxTEBurKrtRaIrCx28cxWyYxUcePoZ/eHIcr9/iw5fvvQJ/fOsYBEHAFw5PlnzdV5/m+qIBAAAgAElEQVSfxt/8/AIefHm24mOfXIyK+Th1Cjk9TvVO5KZCKZgNdFOjJ9XYpFBsefL8KlwWA/bXMWI26rViNsKCqyPPakFy5PQ1ULV+YNCFZDanqkgebjIjBwC2dNtxfgOEHF4QsJrIwN/EaBWgbW3terNkE6NVJfXjvCR6qJvPttFQFAWrkUFyA/JnyhFKZkveF+uOnNa6hmLS2qeryoEaQ1OwGGgks8SRs/7cbUYGFgONVV3IaSlfOjwJn92E/3z/QRza7K35+eRwcFsFRw6gbeDxyQWxgXBPFUcOOWz81qvz+I1vvIIPP3QU3z2+iG9rEMZfjiibLdkDiC7hDHIaZXPq6HQyupCzQQSTWeR4oWxwmpoV5DFZyFEunpDmKrWrLiPSbKwqo1XSIifYgCuHCBA+FUSNYmwmBk6zoe1OF8hJnlcF8UpvrhLheAEz4VRNN8qhTV7s6+/CqcUY3nflIP7m13fBYmTQ12XBe64cxI9fW8bpxfUK6CfPr+LLz06BpoCXZ8IVH/fITETKx6l8+lYONV1jx+Yi2BEozQNQi1GvDfMRturGK5vj8fT4Gl6/xVdXBfqIx4YcL2C2jtfxfISF3cQ0dA07MCD+ndSspA+nsmAoKHZclmOr3461RAahFo9thFNZcLzQ8GhVwGECTQELmjpy0qAA+JtwbxbXj7NcruOqxwk2E9M2rVXt5MgpDnithM3EIMZyJQdNFEXBZzfphyctZimWxpVDLvQqFO79dhMYmsKYr7wjB4CmgccnF6KwGhlsrpDjA6zf///72AJ4AfjTX9uC14/5WpLfA5Dm2sL3ZW+XGTleaGg9r6NzuaMLORsEcWz0OEsXiMMeK2bCKVWElHhaXFTVI+TsCDiQyORU36hHZEdO8wIKESQayckhI1lajFYBQMBparuwY7IA9DZxck+41IWcibUEPv/0xaaFjPkIC44X5FDeSlAUhU/fsRP//I49+IObN8vNSQDwW9cMwWM14nO/nIAgCDi/Esef/fgMdvc68eHrhjG+mqy4uHlpKoRtAUfJoqgWagk54VQWZ5biuHbU09TjVGPEa4UAYCZcefF7ZCaMRCaHm7coH6sC1sOU61nAksaqRtru/A4zhj1WVYWcUDILl7W59r0tUpPdhRa7csiIQaNuLgNDw2/XNiRzJZ6B124qCMqul9Kw4xysHTZWRRAdOe0j5HiKDi42zpFTGPBaCbuJwWwkBQGl6xOf3aSPVrWQDMcjlMpWbKkqx8EhF24a88FkKH1/++0m2E2MpoLJqcUYdvd3VT3Q6HdZcP+bt+Er79qH//rAQdy9rx/bexxYiKZb8r6IslyJoCm7K/UKch2duunM1cQlABFyytWajnisSHO8KuM58mx2PY6cHtEWqvZ4FaneVceRIy5yVhuo4ySLIc2EHEf7zfuGkhkwFOoKxa2ELORcguF0qWwOn3jsNP7jxRm844GX8MXDFxseMarWWFVMwGnGdaOl1myH2YCPHRrBq7MRPHZiEX/06Ck4zAZ85s5duGGT+PlHZko3/uFkFsfmo7hRgd273HMBmh//e2k6DAHAtSPaCTmbfOLv9uJa5cUvCerdN1CfM2mkgRPS+QiL/gbGqggHBlw4OhdRze0oblabe0+TFpZWBx6vxpvPn+nVOCSTNEs2Q0nYcZaXBYVOw2Zk2iLsOMPxSGRy8BTd70wMBQob4MhhlTlyrEZGzh0rXp94bUZdyGkhKwkyVqn8+vTBa4fxd2/bVfbfKIrCSAO5bErJcDzOLsexT8F48dv29GL/oEs+ABj12iBAvZKVaojNtaWjVUD7ZUvq6FwK6ELOBrE+e19utEqqIFfBgploYLRqzGcHQ1OqBx6rkedAIM6SRqyYWgs5G13vWI61ZBZum0mVERirkYHXZrwkm6s+99QEZkIp/N+3bsfNW3x44IUZ3P3Vl/Dto/N1hzeTBVmz1dt37u3DJp8Nf/X4eawlMvjMnbvR7TBjR48TdhODl6dLx6uenlgDLwCv3+Kr+/t1202g0Pyi6YXJEBxmBruqzOM3y5DbCgrVr4VzERZdFkPdziSH2QC/3aR4YS0IgijkNBB0TDgw6EKU5VQLFy43PlIvPrsJXpux5RXkpBGqmXylvi6ztqNVZQoJ6sVAU2Co9cpr0ZHTmUKO1cQg2QajVSESAl601qAoChYj3fLWqqiCjBxAdOQsx8uvT3RHTmshQeeBMq75Rhn1WjUTcs6vJpDNCdg3WF9mHpDnTm2JkJMtOVhuRQOhjk6nogs5G8RSLAMDTZUVNbZ022FiKPz83EqZr6yPdUeO8oWjyUBjs8+GMyoLOaFkFgxNNZXnQCCjVY0sbNYSZMxIq9EqM4LJLLJ1hKhqTTCRUWWsitDvslxyo1W/vLCG7xxfwG9cNYjbdvXgU7fvxL+/7wBGfTb87RMX8LMz9b3fpkIpeKzGpl1OBprCH968GRYDjf/z5m1ydaiBpnBg0FU2J+dX42sIOEzYUSZUseb3Y2j47M2N/wmCgBemQrhqyF1XLk29WIwM+l2WqovfuTBbdx04YdSrvII8lMqC5fimhJyDQ+JpqVrjVWGpYrlZtvjtrR+tUkFQ73FasBRLq57nRmimVYsgigdMQf14p45WtYsjh4QClys0sBgYWVRrFUpaqwDAZlpfGxVn+PnsJkRYTvN1xUKUxXu/fqTtChuaZTKYxPu+fgRhhTlD60Jzc0JuPqNeG5bjGU3EzlMLUQDA/iHlgf8EcmCiZRAzoVxGjsNsgN3ElG3w1NHRqU5nriYuAYhlu5xDwm014s69ffjBqaWq9cNKaCQjBxBzcs4uxVWtmA5Jp8fN5DkQTAYaXRZDQ+F/a4kMnGZDQf2hmvTk1Tu2C6FUVl0hp+vSEnJWExl86mfnsK3bjvsOjcof393rxJfuvQLDHiu++Wp9rQ1TwWTVxqp6uG7Ui1/83g14686ego9fNeTGdChVsKhmszk8PxnCTWO+ht9LSl1jXzh8ER/75rGS68B0KIXFWFrTsSrCqNeGi9WEnEgKA67G/g6i1T1V8vMtRFl5IS9/LNJ49Tihr8uCXqdZNSGHZOQ0y5ZuOybWki1tDVmNZ+CxGmFsIn+mt8sMjhcaykqrBZvNIcpyZcef68VsoOWGxVQ217GjVVZjezhy5uX3aunfzmKkN2S0qrhyuRw20/rroliEIoKn1oHHZ5fiOL+SwKm8AP5O4PhcFOdWEhhfUyZYL8k5luoJOcOSe3dGA+fLyYUYfHaT4mDmfMTyBbPmgccZjgfL8XBZS/cj7ehk19G5FNCFnA1iOZauukD8wNWDAID/eHGmqe8TS3Mw0FTdosX2gAOhVFYOpFSDcFKd02OCz9aY1XgtmdGksYpAGk5WVfzdNUswkSkJfmyGfpcFi7H0JVEXKQgC/uInZ5HK5vCp23eWBBHSFIV37OvDiYUoziwpX7xOBVMYqdFYVQ/lNrRXSdXi+a6cF6fDYDm+obEqQsBplq3j1Tg8EcQrs5GCVi0AeGEqBAC4TsOgY8KIV2zxK+e6yPEC5qNpDLgbdeTYEEtzBZujHC/gd751HH/wnZMFAg8ZJWwmIwcQx6temY00LZLneAFRllPNkZPm+Kqh0mqzHE/D36TbpU9DSz4ZcWl2tAoQN0rEBcJyfAe3VtFt4cghomtfmfeqxcAg3eLnGGWzirIByevCbmJKxD4i7Gjd7BPPiO6hTttUk8wbMuJf8/PjGdiMDOwm9d6rAxrmC55ajGFPr7Phwx1yqKEl0SqZnb1dupCjo9MIupCzQdSave/tsuBte3rxvZOLTV3c4mkODrOh7ov7DhJ4rOJ4VSiVLZlZbwav3dhwRo5W+TgA5Bt/OyxoCcGkyo4clwU5XihxLagNLwg4tRhratP73eMLeG4yhP9502Y5PLeYX9/dC4uBxiNHlblyIqksQqmsao6cSmwN2NFlMRTk5PzqwhrsJgZXDtU/C08gp1/Vfq8ZjseEFDL86InFgn97YSqMfpcFg25tf34A2OS1Ic3xZd2JS5KYONjEaBVQaCl/fjKEuQiLcysJvJLnnJlXwZEDiEJOMJltOlgyymYhAE1n5ADAVtJc1cKcnFUVxpZI24kWOTlqZPgQzAY6L+y4gzNy2qS1aj7KwmUxlHUib5QjR8lIOXHklFuf+KXDJ61zcmKSi7vTNtXkUFKpkLMcT6PbYVLFQU4gwqLqjbAp8X6yu6/xvLpRrw1TwaRmY6qAeM8CyheetGNJiI7OpcBlL+TEWK4lSe35CIJQ05EDAL95zRB4AfjGS427cuJprq58HMLWbgcoiDZbtVArz4HQsCMnkSk7O68WdmnOPdniQMVKJDM5sByv6s9MNrNaBx4/MxHEbz34qmKBpRw/PL2MHQEH3rm/r+LnOC0GvHVXAD89syK3q1WDhAIqaaxqBpqicHDQhSOSIyfHC3h6Yg03bPI2NZLS4zQjmc0hUWUM4qI0auO1GfGzMyvyyASX43FkJoxrRxoXkuphtEq71FxE/FgzjhygsIL828fm4bUZ4bIY8PArc/LHF6JpuK3GgvGHRjggtYq80uR4VUjF8PhNPjtoqrUV5CuJTNP5E3JIpgYn3EtVmiXrxWKgC8KOLZ2akWNikMrkVB3JboSFKFvWjQNIf4tW14+nOWWOnCpCjtfeeC5gPZAWx06rgiYO6ZDC0bTlWEaV934+XRYxC6YZIed7Jxfx8UeOFxwUnpacxHuaEHJGvFawKrXlViImhX67ymRF+e0mhJJZcJeAy1tHp53ozNVEHfz5T87iXf/+Mn5+tvlgYaVEUhwyOaHmTaLfZcEdu3rw3eMLWG3Q+RBP5+rOxwHEBcWQx4rzKi7sQyqPVnntprrnxVPZHJYUiGjNYDWJb6tkprFaa7UhriU1NnwE2SKssZBzRhIS/+mXEzi/Ur+omOMFnFuOY99AV82TtXfu70ea4/G9k4tVPw9Y3/iPaizkAMDVw27MR9OYi6RwciGKYDKL1481PlYFQK5UrjaSQlrrfu91m5DM5uTw9ZMLMSQyOVzXgnwcABiVXFSTZSrI58Li66/RjJyA0wyLgZaFuYUoi2cmgrhrby/efkUffjW+Jr/G5yOsPMrTDCMeK7w2Y9M5OTMh8XmpEcZpNtAY8dha5sghuTbdTTojHWYDHGam5CT37HIcn31yHH/1s3O4/0dn8InHTuETj53CZ58cxzdfmcPhibWa+XMrao9W5dWPd7IjJycAmdwGCzmRNPoqOOfMRmZDHDlKWvWIm9dX5l69XvCgbUYOEXI6zR1BArDrceQEVHDj5UNRlFgU0YTw/MpsBC9Nh/F3T1yQP3ZyIQYKwM6e5hw5gDptuZWIsCT0u3RP4neYIAAIaTw6qKPT7nzr1Xl8+vFzij//shZylmJpHJ5Yg4mh8ckfvobvnai9gVPl+0qiTI+Cm8RvXTuEHC/g6y/NNvS9YtJoVSNs9tkwoZKQw+V4xNKcqqNVPpsRiUyurtO1X11YQyYn4MbNXtWeRzFkzj2ZaQ9HDhG7vCqOk/U4zaCgvZAzvpZAwGFCl8WIT/7gTN0nqdOhFFiOV7TA2drtwIGBLvz3sYWa2T+TwRQMNNX0mI0SyAjVkekIfjW+BoamcMOm5l6/ciB3DSHHZmRw264ejHqteEy6Pr4wFQJNAVcNt8aR47Ya4bYayzZqzEVYMDTVsDBLU5SUDSCNkB1fAADcdUUf7tnfDwriTRUQxzUabcfKh6LENrJmhZznJoOwGmm55axZxvx2VYX7agQTGQhQZ2yp12kpGK3K5nh84rFT+M6xeRyeCOLkQhSzYRbToRQeO7GAv39yHP/ru6dw51dexGyVTKCVeBp2E9O0Awsgjhwe2RyPHC90rJBD7n2pDQw8FgQB89HKoqvFsDH14+U2r8VUc+SYDTScZoPmjpyEPFp16ZQZKIGMSioRcnK8gNWE+o4cQDwEa8bJHJfEkB+cWsL3pUOnUwsxjPpsDa/1gXV3sZbNVdVGq/wtcpzp6LQ7T15Yxa/Gg4o//7IWcn5wahG8AHz1PftxzYgHf/mzc/ivI40JJvVANk9KTlIH3Va8ZVcPvnN8QT5RqId4k0LObDiFjAqnV+TmqbYjBxDDi5Xy0zPLCDhM8niDFpBFertk5ATlKlb1fvdGhkbAadYktC+fCysJ7Op14s/fuh2TwST+4anxur7+zLJoOd7eo6ym+50HBjAXYfHcZPWL6HQoiUG3RdPqbcJmnw1emxEvz4TxywtruHLQpWhTUA0i5FQ7dT23EsfWbjsYmsKde/twfD6Ki2tJvDAVwq5ep6ITZrWoVBM+G2bR32Vu6u8w6rViMphCNsfj0ROLOLTZi74uC3qcZty6rRuPnVxAPM1hIcqqJtwdGHBhMZZuuJVQEAQcngji2hFPSXh3o2zttmM+wiLRAich2VT5VXC79HaZC0arHjuxiIVoGp+5czd+fN91+O6Hr8FDv3klvvlbV+GX/+MQfnLfdfjrO3ZCgHiSXQk1nZuiIycnjyd26miVVRIiNjInJ5jMIs3xFUPJ84OnW0WM5dClYB1G1g6VMvx8dmNd651GIFXpq4lMx4y58IIgCwRKRqtCyQxyvKBq9Tih32XBQoRtePwwmuawr78LVw258LdPXMCF1QROLkSxp0lB32czwm5iZHeqFkQlEaqckENe843sc3R0Oom5cEp2RiqhM1cTCuAFAd87sYirh93Y0m3HZ+/cjVu3+vGPT03gy89MajrjTW4kSgN3P3TtMLgcjz957LSi/I58Gs3IAYDNPjtyAjAVal6hVzPPgeCz12c1jqSyeG4yhF/b3l229l0tzAYaNLWxi9l81ker1LUJ97u0rSAnLTpjfjuuHfHg/VcP4bvHF/HEOeVjkGeW4jAbaMUjULds8cFvN1XN5BEEAedWEi0ZqwJEB8eVQ248dWEVU6FUU21VBL/dBJqq7MjhBQHnlhPYHhAFsNt2BcDQFB58eRanFmO4pkVjVQSxgrx8Rk6jY1WEEa8NCxEWPzuzgmAyi3v29cv/9u6DA4inc/j6SzPI5gTVhJyDQ1JOzkxjrpzx1SSWYmkcatKZlc8WKfB4fFXbClpgfWxJDUdOfm1tmuPxtRemcUV/F64v06hGURR8dhNu3uqH2UDL44OVnqNaoxUWqX6ciPud7sjZyHsfEUcrvVdb7cjhcjyS2Zwi8X19tKqSkNNYLmA9kA0EL6Dhkf52I5TMgkz7KXHkqNlYV0xflwUsx8tr4nqJsRzcViP+8vadsJsY/P5/n0CE5ZrKxwHEa+NonjtVC6IsBwooe7jcjm2vOjqtJpvjsRRLI83xSCs0UVy2Qs5LU2HMR9O4a28vAMBkoPFXd+zEr+/uwb89P40/fPQUwnXmryilXlFj2GPFp+/YiTPLMXz04WN1BTs2mpEDAJv94kZ1QoWFPRGv1GhYIRCHidKFzZPnV8HxAt68I6DacygHRVFy6GM7II9WqSiiAdoLOZNrSfCCWI0MAL9zaAS7e534q5+dV/weOLMkukqUOjYMDI27r+jDsxdDmKlwMjUVTGE+wrZUzLhq2I2UtPm4qcl8HED8OX12U0VHzmyYRTKbk4Ucr82E14/58NhJ0cXYqqBjwqjXhnAqW3JNno+wDQcdE0Y8VggAvnD4Ivq7zAWV6nv7nNjV68R/HRFDjysFqNbLmN8Op9nQ8HjV4Yk1AMAhFUdEyfvsQgNZVPWyIl2zm83IAcS/SYTlkMzk8J3jC1iOZ3DfoZGqmVgGmsKY3161lVFsrVHLkSOOVhEBoXPrxzd+tIrckypl5LTakUMcLi4FQg5Zq/kqCIg+W/25gFE2W5fLLp7JyffLTsnJIS4Pp9mgTMiRg87VL8XobzJfMJbm4LAY4Leb8Je37ZBF8d29XU0/t0rO18m1JH52ZrnpxxezogxlD1J1R46OjnhdIEZIpa6cy1bIefTEAlwWA27e4pc/ZqAp3P/mbfijW8bwwlQI7/n6Ebw0HVL9e4dTWZgNNCx1WOJv3daNf37HXizH0/jwQ0cxsVY7y4DjBSSzjQs5Ix4bGAqKvlctyM1TVSFHuvArrSD/6dkVDLkt2KlwzKYZbEZGttFvNMFkFl0WQ1MtR+UY6LJgJZ5RZfSuHOPS625M2mAaGBqfun0HEhmupA67HLwg4OxyXBYjlHLXFb2gKeAHp5fK/vvT0ib6dRrmLBVzlZSTsz3gQK9KYkKP04zlCieuxKmwLWCXP3anJHrbjAz29jW/aKwHOfA4b5EZYzlEWK7p3BrirFqOZ/D2K/rA5Il+FEXhPQcH5JMRtRw5NEXhmhE3nrywKjd51MMzF4PYHnCoav3v6zLDbmJwoQWOnNV4GgyljkuwVxp/uhhM4t9fmMZVQy5cPVxbZN0RcODccrys+5bL8VhLqOfIMRvE0aoUR0arOlTIaQtHjnhNq5SRY26xI6dawGsx+wZc+N9v2IJrK+SPeRtw5PzJ907jE4+dVvz58TSHTdL1tlOaq4jLY0u3HeFUtqbjXktHTtNCTt6Y3jUjHvze6zZhxGPFmL95h/CI14bleKZE+PvsU+O4/0dnmh67jbLZiu8DI0PDZdE+A0pHp53Jz8+K6UJOZULJDJ66sIbbd/eU5AtQFIV3HxzA1957AHYTg9995AS+cPhizfDTur5/Kgu31VizRaeYK4fc+Nd37UNOAD768DGcWqw83w8ACelF0KiQYzLQGHRbMVGmLaZeiCNHzdEqkrej5MK/Gk/jyHQYb9oRqPv33ghWI9NWo1VqZhMR+l0WCEDDOR+1uLCSgJGhMORZH50ZdFuxtduBo3O1nQxzYRaJTK5u4a7bYcbVw2789LXlsgu+p8fXsLXbrpqgooQhtwU3bPJUrVCvl4DDXPHE9dxyHAxNYbNvXci5dsSDfpcF1456VBcFazHqFV8D+UIOWQgPuJsbrRr2WEFBFPLfJolV+bxhm1+2favlyAGAD147jCjL4esvzdT1dZFUFsfno6q6cQDx3rfFb2+NIyeegc9uKhDNGoVUkH/+6YsIJrO479Cooq/bHrAjynIFQcmEs8tx8IIYgK4GJOx4fbSqM5de1jZw5CxEWbgsBthN5dc9FgMNjhfA5Voj5hChtstc+x5soCncs78fhgrXV1LwUE/+3ko8g5emw4pbH+NpDpslIadTHDkkk2tbtx2ZnFBzbbYcT8NAU6quVwkku6mRwGNyOJsvhnzgmiF8+0NXV3zN1AMJPJ7OcyMvxdJ4YTIEXgBOzEebevxa7W0+u0l35Ohc1syG168LuiOnCj88vQyOF+QT5nJsDzjwjfcfxNv29OJrL8zgO1KbiRpEJCGnEbYFHPjqe/bByND4t+emqn4uUfMazcgBgM1+uzpCTioLCoBLxYBUA0PDbTUqsho/fm4VAqD5WBXBZmI0DztWOl4UTGZVbawiyCdLGgk542tiDk3xWNT+gS6cXIghW2MhTsYmdgTqnx1/844A5iJsSRhqJJXFsfloS904gLjJ/qe79+LOveoJOSRbpJxYdXY5js0+W4HQzdAUvvqe/bj/TdtUew5K6XVaYDbQmMzLyZmNiP/frCPHYmSwpduON+8MyBW/+RgZGvcdGsGtUq6KWmwPOPCWnQE89Mpc1fawYp6XFtU3qpiPQ9jSLTZXaZkRB4ibSzWCjgHIgurL02FcN+rBvgFlQfbbpSa7cjk5x6QNy74BdZxnFiONHC8gxuoZOVozH6keSk7cUK2qII+mlTtyauFroNmHND1+89XKuW/5xNMcepxmOM2GzhFypN/XZsndWyvweCWeRrfDpEmWos3EwGM1NnQARhqrnE20U1Wj3IHJj04vQQBAU8Crc80JObE0VzbomOBvQQaUjk47MxdZX+NGFbq1LzshRxAEPHZiAVf0dxWcNpfDamTwyTdtxa5eJx5+ZQ68SovbUDLblENiwGXFwUEXLtYQWEiNpKPCyZQSSHOV0tClSoRT4niPGiew+XhtRkUX/p+dWca2brtsGdYaq8ajVVPBJH79Ky/ixanao3/BREb1fBxgfQM9F9bOkUNyO/I5MOhCmuPx2lL1E8YzSzEYaErOeqqHW7b6YWIo/LRoLvzZySB4AXidCjk1G03AaUYqyyOeLn2dnl2OY1uZkTS/3aTKhqReGJrCsMdasMAkrzs1KsH/7d378ck3bq3473fu7cPfvm1X09+nmPsOjSDHC/hKDVE+n8MXg3BbjdilUu14Ptu67Yinc5gqEyytJiuJtCr5OID4mmSk28p9N4wo/rotfjsYCmVzco7ORdHvsqiXkWMQxYNwSrxXdaqQI7dWbXBGTjXnHBlpb5WQE6vS1FMvDQk50s/5k9eWa5ZlpDkemZwAh9mAHqcZix0i5KzGRVcyuebU+j0sx9TLxypHX4P5guRwVo3XUjkGXVYwFOQDE0EQ8P2Tizg46ML2gANHG8x0I0RrtLf5HbojR+fyZjbMwiQtaHRHTgWOzUUxGUxVdePkI45a9WM6lMJzk+rk5YRSWbiszV2IR71WzEfYqgJLTIWToM0+G3gBZQPQ6iGcympiUxVbHKrflGfDKZxciLXMjQNo78ghFaRKwlJDqWxZp0Gz+B0mWI20JnWVMZbDcjwj5+Pks186ca+1qDizFMcWv72hMSCH2YDXjfnw+NmVggrWw+NBeG3abKJbjVxBXpSTsxpPI5jM1p0tpDXFjRpzERZuq7Hh0dF8bCam5eNigCjKv2NfH753chGTCpyPOV7AcxeDuGGTR3VRHBAFSppCiYCpNqvxDPwq5c8wNIVNPjtu3uLD7jqym8wGGpt8dpwtEoQFQcCxuQj29auXA0XqxokToFPrx4kjR2s3aiUEQcBiLF3DkSMJOS16jlFW/JursfkmBzJKKrQJqWwOhzZ5keZ4fO9k9Ww5snGwmwwFbXCXOqsJ8XpD1qC1GqOW4xlN8nEI/V2NCTnRJuMSamEy0BhwrwceH52LYibM4tf39GsA3LsAACAASURBVGD/gAunFmNNZSJGpAPdShBHjtaOUB2ddmU2nJJHuvWMnAp8/9Qi7CYGb9zerfhrfm1bN/x2Ex5+ZU6V5xBJZZsOeRzx2CAAmAlX3kSTm3JTjhxpI11uvOoX51dx79deVnRhb9aFVAmvzSiLGpV4/KxYV/2mHcr/5s1iMzJIaHgqSQS8aq0rgFhlF2U5TRw5NEVhxKNNXeWEHHRc6qbx2U0Y9ljxapWcHIEEHTcRbP3mHQEEk1k58JzL8Xh2MohDm7ya1te3ChLkWrxYP7si/u63B6o7FlvNJq8N8xFW3oCJ1eOtyynSig9fNwyrkcEXnpms+bknF6KIsJyqteP5kHyoH1XIh2oEQRAK3KxpjkeE5VSpHif867v24VO376z767YH7CWjVXMRFsFkVrWxKmDdkUM2kJ3qyCEiyUY5ctaSWaQ5voYjp8WjVXJGTvObb7KBjysMneV4AdmcgD19ThwcdOHbR+er5j3Ka0Yzg96uzhFyyKgUiTSo1lwlCAKWY2lNGqsI/S4LFqLpurM3Y0QU1EjIAcTMOOLI/P7JRdiMDN6wrRv7JSd0rTVnJXhBqDla5bObkMkJijewOjqdhCAImIuw2CHtW5QWYVx2Qs6RmQiuGfHUtZAyMjTesa8Pz0+GFJ2aViPD8UhkcnA37cgRN7jVnDLkYuiwNL5oHPFYwdBU2eaq759cxMVgEtNVxCRCKJWFWwNXiE9S8Kvlpfz0zDL29Xe1NJzWqrEjh4hnpxdjVTdcWlWPE0Yq1FU2y4VV8fVWbrQKAA4MuHB8Plpx3HExlkaE5ZpqKDu0yQuHmcFPXxPdCUfnooincx0xVgWsB/eeLgpNP0caq1QKelWLEa+1QLyeDbMdIeR4bCa876pBPHl+tWaY5DMXg2Ao4PpR7TKabtvVg/kIi2NN5iEQvvzsFF7//57BX/zkLI7NReTg0W67eifeTouhofyi7T1OrCYyBXZ+EqSuNGtHCUTgIBtIUtPdadAUBauR1jwjJ8ZyeOiVuQK3JAAsSC6Hflfl1xb5WzQ7Lq6UWJqD1UirEkZLDuUSZcZhy0FEb4uRwbsO9GM+msZhqXWxHHFJgHNKo1XhVLZlziUtWU1k0G03y0JONUdTPJ0Dy/GaOnIGXGZwvCBfC5USk/7uWo43j3ptmA4lEU9z+Pm5Ffzadj+sRgb7JWG70fGqZCYHXkDVsGO/XkGucxmzmsggzfEY89thZCj5/V6Ly0rICSUzmIuw2NPAWMTd+/pgZCg8/GpzrhyykGvWnTJcJpSsGHJTbsaRY2RoDLutmCiqpE1zPF6aDgMAphVs5MMaOXL29HUhzfH4jW+8guNFm6DlWBp/9uMzGF9N4s07WzdWBWhfP04WocFkFivxyje9kORW0mK0ChBv+gvRdMXF3kKUxawCoa+Y8dUk7CZGHv8pZv9gF6IsV/K6JJxZIkHHjYsRJgONN2ztxpPn18Bmc3h6Yg1GhsK1I7WrjS8FAk4zbtzsxYMvzxYsnM4uxzHgsmhm324UIl5PBlPgeAGLURYD7ktfyAGA9105CK/NiH98aqJkc5rP4YkgrhhwabqQv3mLH1YjjR+9ttT0Y82GU/j6SzPod1nwxLlVfOThY/jow8cAAN0anngrhbjO8l05x+aicJoNcnOPGhCRiWwg1QzNbjesRu2D/p84s4R/eHIcLxSNu5MAWUWOnBYJFJEaTT314JCKK5Q6cti8lrSbtvjR4zTj4Sqhx/G80R159PYSd+XkeAFriQx8DhPsJgZGhqrqyCGjxmo6Bosho3/lGvOqQRw5WoUdA2JsQyYn4D9fnkUqy+Nte8QYCq/NhJEaTuhqRBVkRZEMqNUqa1odnU6FNFYNui1wmg16Rk45Ti+Ki7XdffULOV6bCW/ZEcAPTy3JM8+AeOP7wuGLeG4yqOhxiLW60dYqgtXIoNdprhpKSRLu7U1e9Df7bSWOnFdmw7KYUCsjhRcERNgs3Bq4Qt64vRv/cNduxNMcPvLQUfz9Ly4glMzgq89P4R0PvISfn13Bb14zhLcrzERSC+LI0WrWN98WXi30d404cjRorQLynGEVXgP/+3uncc/XXsbnnppAQuHiExAdOWN+e8WqeJKTU2lRcWY5DoZC2Yydenjzzm4kszk8PRHE4Ykgrhxyd9Rp+v+6eQxpjscXD1+UP3Z2Od52+TjAek345FoSSzEWOUEMZ+wEbCYGf3DzZpxYiOKffjlR9nNeW4rh/EpCk7aq4udyy1Y/Hj+70rRr4V+evgiGovD5e/bix/ddh/vfvA39LgtMDIVN3tYEz1eDuM7yc3KOzUdxRX+XquOT62HHWVgMdEeMZlbCZtL2EANYD/stdpeQ3JGqQo6x9WHHaoXTGhgaZgNdNqC+HKms+DNajYxYbb6vDy9PhzG+WuqwBgpHq4iQ04rA43Ayi2+9WuqwUoNQMgNeALrtJlAUBbfVWFXIIS6ZSodIakBen/Xm5JATeq3CjoH1Nd1/HZnFsMeKK/KywvbXcEJXQ0lWFHHk1IpL0NHpRMih94DLCofZoGfklOPkQhQ0BezsaSyo9N0HB8ByPB47IQbGvTQdwnv+44hYT35MWT05uYGoIWqMeK01HDkcbNINvBnE5iq24ATrmYkgzAYaHqux5mhNNMWBF5p3IVXidWM+fOuDV+HeA/341qvzePMXn8eXnpnCDZu8+NYHr8LvvW6TKrbmerAbGfCCdvbtTIGQE6v4ecEEceRo87uvNuLHZnM4txxHX5cZ/3VkFvc88DJ+oiB7QxAETKwmyubjEAZcFnQ7TBVtvmeWYtjks8tVs41ycNCNbocJDzw/jelQCq/b3BljVYRhjxXvOTiA759cwunFGOJpDrNhti2FHIuRQZ/Lgslgcr2xqkMcOQDw1p09ePfBATz8yhy+U+T8PLccx//49gn0OM24bZf27sLbdvUgns5VHcOoxbG5CH5+bhUfuHoI3Q4zbCYGb9vTi6++Zz+e/v0bWzrqWgmH2YAht0V25ERSWVxcS6qajwMUhh13aj4OQXTkaCuSrEkn9s9eDBbcT+ajYgB6NbGdiGppDRw5z1wMIli0CY2xWVUdFHYTo/ikluWk0SrJAXbX3j6YGAqPHC3vytkoR84vzq/gM78YVy2HMh/iNiUOG7fVWHW0ajlGHDnaCjkU6hdyoiwHA01p6ugb8YjrrlSWxx27ewoO02o5oasRkR05ldeiuiNH53JmNsKCpoC+LjOcupBTnpOLMYz57Q2fqG8LOHBw0IVHjs7j7564gI8/cgImA40ht6Wqwp9POKmOIwcQN9FTwVTFjXGM5WQrbjNs9tkhALL7RxAEHJ4I4uphN8b8tpqOnJBK42TVsJsM+ONbt+Df3rMfb9kZwJfuvQJ/+7ZdGNigE3u5hlUj+zYRiHqcZnmMqBwhOSNHG0fOEHFJlBFyLqwmkBOA379pM7723v3odphw/4/O4G9+fqHqY64mMoiwXMV8HEBsk9s/4MLRuUjJ618QBJxZai7omMDQFN64vVvO7HndmLZuiI3gQ9cNw2Mz4rNPjuPcipSP02ZBx4RNXhsuBpOYi6hXPd5O/P5Nm3DVkAv3f+8UTknZRRdWEvj4I8dhNtD40r1XwK/hBoNw1ZAoYP7wVGPjVbwg4B+fmkC3w4TfuHqw5N/byZGyPeCUAzzJeO4VKjZWAYVhx9YObawi2IyM5hk5xJEzH03jYt69ZyGSRl9X9fdHJUfOYpSteihSi2yOxx999yS+/MxUwcejNQJe68VhNtTtyCEHGm6bEbdu68YT51bLfj55XKfZIGfEtELICafEDcuXnplsaBS7GmT0nFw3RUdO5Q3ScrxQ+NECk4FGt8OEuWi9jhyx9amSU1kN3DYjXBYDaAq4fVdPwb/VckJXI6ZgtMpuYmAx0HpGjs5lyVw4hV6nGUaG1keryiEIAk4vxpquDX73wQEsRNP49tF5vOfgAB58/0FsDziUCzkqihojXhuS2VzFjJR4JqdKzsVmyRkxLo1XTYdSmIuwuGGTFyM1xCQACKXE56fFaFUxV/R34S9u24Erh9yaf69qkBpWrSzmGSncef9AF15bqhx4vJbMwGygNds8mA00+l0WTJYZ8SMjXzt6HNjd14WvvfcAbtnqx1MXyi8iCcT2XWssav+AC8vxDOaLFkOriQyCyWxT+Tj5vEXKV9rit1e17F+qOMwG/O6Nm3B8PoovHp4EgLZ05ACiC3E6lMJMKAUjQ2l6aroRGBgaf33HLnQ7TPiTx07hxakQfueR4zAZaHzp3n0YdLdGmGZoCm/ZEcCzkyE5Z6seHj+zglOLMXz8xtG2d6BsD9gxH2ERZbM4OheFgaawu8l1QjH5AbvNugTbHauJQaoFo1VkDOOZifWx9vlo7QB04k4pzsj5l8OT+ONHTzX8nCKpLHKCOO6Vfz+OqjhaBUhCjsIx5ZSckbP+mhv2WBFOZcsWRMTTHCiI43EmAw2f3YSlOnNcGiHCZmFiKBhoCn/9+HlFI+l/+v3X8MDz0zU/b4U4cqTXi8dqRDhV+Zq2HEvDazPCqLGLu99VfwV5jFVnTV+LfQMu3LLVj0DReBlxQh9rQMhRMlpFURT8DpMs1OroXE7MhlkMSGs8p8Wgt1YVMxNmEWW5hoKO87lpzIeP3TCCL79rH/7wljFYjAxcNRT+fEKpLChUtxcqZVQKPJ4Klbc5xtKcKpbeYbcVBpqSK8ifuSgunA5t8mLYY0UszVUVsogLSUtHTrtBHDlahT6yHA8KwN6+LgSTWfkUqZhQMgufzajpCc6ot3wF+ZmlGNxWo2zRZmgKe/ucCCazBTlTxVyQbLtjvupCzoFB0qJQGHJNHErNNFblsyPgwOvHfHjn/j5VHq8duWNPD3b2OHB0LgqvzShvktqNUa8NaY7HyzNh9HVZwDQ5NtqOuG1GfOG9BxFhOfzut0/AQFP40r37MORprbvwtt09yPECHj+7UtfXsdkcPv/0RewIOHBb0YluO0KqPs8tJ3B8PoIdPQ7VxRZL3ihEuwtbzdIKR04wkcbWbju2dttxWBJyeEEMQK8ltpO/bbEjZyaUwkq8egNmNcLSons5npEdnIAo5DjN6q19HCYGCaWjVXJGzvrrj4xZl1uzxdIcbCZGdsz1OFtTQR5hOXhtJvze6zbhxekwflDDCZjM5PCL8yv45Xjt0c/VeBoU1nMCPTaj7BIvx3I8rWljFaHfZZFb1pRCHDla85k7d+Gvbt9Z8nHihH51ttQJXQsyWlVrT+K360KOzuXJXITFoBQXoI9WleHkgrjZ29PXnGWaoSl85PoRHBhcryZ1W42IslnkFAS1hVPihViNDQiZZS3nhgCARJpTRb03MDSGPVZMSIuTZyaC2OSzod9lwYickVLZDiuPVrXAkdMu2KSFk2aOHI6HyUBjpyRMnqlgCQ8mM5oFHROIS6I4AO+1pTh29DgKRCQlr5fx1QR8dlNNB9eY3w6n2VBi8z2zHAcFYKtK9dkUReHv79qNu/f1q/J47QhNUfijW8YAiCOkWgp/zUACcl9binfcWFU+u/pEZ+HePie+eO8VGG6xiAOIDrRt3Xb88PRyXV/38CtzWIyl8Qc3b26rEapKEPfZiYUoTi/GsK9fvdpxQr4wZO2gsPRytMKRE0xk4LEZcWiTF8fmIoixHIKJDDI5AX2KHTmFgs1chIUAcSPfCJE8cYCISxmOR5rjN2y0Sq4fN6y/5jzSmHWwTE5MPJMr2Gi3TMiR1sV37+vD/oEufO6XE1U386cXY+AF4OJaombw7qr0WiFZkS6rEfF0DlwFwW4lnilxomhBX5cFy/F0xedRjlg6p2ljFYGmqIp7FOKErr9xi4PZQNcUyX12kz5apXPZEZcMEaTAw9EOo1UPPvggbr31Vuzduxd33303Xn755aqf/+KLL+Luu+/G3r178YY3vAEPPfRQ04+Zz6mFGKxGGptUrBQluKxG8AIUqWfhVFaVfBxAnOG1GZmKYcOxtDoZOYAYeDyxlkQyk8MrsxEckppTRjzVXUHAek6LS6UKzksBm1T5rpUjJ83xsBhobOu2g6aA0xVycoIa1b7nQ1wSi3k39jTHY2ItWeKKWW+5qvx6GV9NYEzB+5SmKOwb6CoIPF6Jp/GrC2sY8Vo7ql2qFewbcOETt47hA2UyTdqF0bymo04WcgDg1q1+PPDeAwU/c6u5fXcPTi/GMLmmPNzyR68t46ph94aPtyrFYzMh4DDheycXkckJqgcdA4V149YOrh4HREeOlvXjgiDWSXusJty42YucADw/FcK8dP/pr+HIMTA0GJqSg4ABIJFZdxUvNjhKRBwHNiMjj3tFpTWhU1Uhh1HcAEn+DpZ8R460Hig3Mll8+NfrNGMxxmrWvkmIshxcViNoisIn37gNqWwOn31yvOLnn5AOZlNZXq6cr8RKPFMwgkvWQ5Vc5MuxtKb5OIR+lwW8UF8rmNrB2Y2wX7o+Hq1zvErpiKFfF3J0LkPm8qrHAcBpZpDJCYoKczRZUfzoRz/Cpz/9adx333149NFHceDAAXz0ox/F/Hz5pPyZmRn89m//Ng4cOIBHH30UH/vYx/CpT30KP/3pTxt+zGJOLsaws8epiRXfbRUvThEFOTnhVFY1ZwpFUVWbq+Jp9eZpN/vEHIFfja+B4wXcuFkUcvq6LDAyVFWHRTiVhV2aub5c0DwjR3LkWIwMNvvsVRw5Wc0dOeXEmQurCeR4ATuKGuL6XRYY6MqvlxwvYGItiS3dysJ29w+4MBVKYTHK4msvTOMdD7yE8bUE3ndl+4oR7cy9BwZw9bBno59GRdw2oyyEtyov5nLmpjGxpU3poj2VzWEqmMQBDcQQLdkecGBWWkipHXQMAAaaAiMtPTp9tMqq8WhVKsuDzfLw2ozY09cFl8WAZy4G16vHXbXdFBYDXeDIyc8qadSBQtZ/b9jmx4mFKMKp9RFi10aFHXPr9eMEsh4o58gpPvzrcZqRyvKKLf6NEkll5YO+UZ8NH75uGI+fXcGRmXDZzz8+H5XX8rUalFbjmQJhxi0LOaU/E5vNIcJymlaPE8hBxFwd41VRllNVFGyEMb8dDjODVys0hlZCaei3z25CPJ0rybDS0elkZiNS9XheRg4gire10GRn/bWvfQ1vf/vbce+992JsbAz3338/uru7y7psAODhhx9GIBDA/fffj7GxMdx7772466678MADDzT8mPkIgoBzy3Hs6VM3wJDgrqHw5xNKqufIAdabq4oRBEG6Kask5PhtEAA8+PIs7CYG+6TFLkNTGHSLozWVUFO8ulSwmqTRKs0ycnLyKe+OHgdeW4yXnJrxgoBwMgOfxr97ktWUP+JHhKXiwGEDTWHQbakoPs5FWKQ5vmY+DoGcDr37P47gC4cnce2IB9/6ratw1xWdm2dzuUNeb53uyGkHep1m0JTyze35lQR4QWyCupQgOTnDHqtcgasmFEXJIwWdLuTYTDSyOaHhrJlakHpvj80IhqZw3agHz10MYk5aCCsJpLcYmQJHDjkNBRoXcsj67/bdPeAF4PnJkBxWqaojx2RAMptTNMovj1blCzk24sgpM1pVdPjXqgryCMvBZV3/vu+7chBmA40nz5cWIwiCgBPzUVlkHs/LIyrHSl4wNrA+4h8qE3i80oLGKkK/dP9SGngsCALiKuVeNgNDU9jX72rAkZNFl4LnTv5WuitH53KCHCSRdS15n8cUiPaqCzmZTAanTp3CoUOHCj5+6NAhvPrqq2W/5ujRoyWff+ONN+LkyZPIZrMNPWY+LMeD4wXsbjIfpxLVFP5i1BytAsR8ksVYusTKnOZ45HhBtYv+ZmljfWY5jmtHPDDkJfqPeKw1R6sup6BjIN+Ro81iNpMTYJL+Bjt7HAilsiWLLdKi4dGoepzgtop1lfkjfq8txeGyGMpWwY56K1fWn5NqgJU6cnb1OuG1iYHKn79nLz5z527dqdHhkJylAbcu5GiNgaHht5sU2/+JgKtW0HirIDk5WrhxCER4t3R6/bg0Vnx2ufy4b7MQAcIr3dcObfYimMziiXOr8NqMioSyEkeONJ5jYqgmHDliBsiBQRc8ViMOT6whSiqXVdx82yXHjJLxKjabA02JP5f89SYGRoYqn5FTPFol3b8bHTdTAi8IiLLZAteSxcjgwKALL0yFSj5/OpRChOVw/agHAYcJ41XGPjleQLBIyHFbKwtZJB+pFWHH3Q4zGJqqORpGSGZzyAnVW59axb6BLkwGU4qmEAjiaFXtfQAR0vXAY53LidlwCm6rUb7+OmQhp/Z1XvUrQigUQi6Xg9/vL/i4z+fDs88+W/ZrVldXcf311xd8zO/3g+M4hEIhCIJQ92Pmk5ZOhm7YHoBbg/rgYYg3yQxFwe0uzDNgGFr+GM8LiLAcej22ks9rlF2DHgBTCGYF7O5ef8wl6ebQ7baq8r32OMURqmxOwBv39BY85va+LjxzMQiH01Ig8BCimRz6XRbVfuZLAYtdXAgIeX9/NeEB2C0GuN02XL2lG/jFOGbiWewY9sqfsyIpuUPdDs1/92MBB2ajafn7nF9NYs+ACx5PqSCzTXq9CEDJ87oYYWFkKFy5pbsgV6IaT/7R62E2MB3ZYKRTyrVjfjxxbhW7R7zyprHTYDS6bjTCoNeGtVRW0fOZCLPw2U3YOuhu28DsctywvQcmwxm8YVevZr93m9kgZpY5O/te+Gu7e/HV56fxoYeO4p0HB/EHb9iKbsnZMbmWwCNHZvGjk4v43ZvHcM/B+kdgM4uiQDQUcMLttuEt+wbw5z8+i/MrCVwx6FL0u7WbDcjlrddWU6KAMeSxYjXFNfT3SfEC3DYjvB47bt7ejSfPruCWnWJr24D0XNWgW3oc2mys+Zg8TcNqYkruwz67GYkcX/L1yWwOvrzX51ZavAdHc4Jmr9loKgteAHqK1sW37Ajgr39yFklQ6M87nPnFRVHcObQ9gMOTIUyFUhWf21JUDLAeDqyvgUak4Ody6/X4lDjKNdav7HXULH0uC1aSyl5vKclxVvx7KqYV945rt3TjC4cnMZPIYqRPWTh8LJ2DX8E+YFOvuHFNofTvo6PTDO20ripmKZHBiG/9vd3nF4VMwcDUfM6arYLLLeKqLeyK/42MiVAUVfD/9TwmIZnOodthgoXnEQ4rD21UCi25YRbWEiWP73bb5I+RZisrDdWeR7dFvCmdmg5iwLb+55yXTikMKv7Mwx4rxleT2B+wFzxmj82IbO7/Z+/Noxu57yvfW6jCvoPgvpPdzV6l3ltSa7PseJEdO5YTWyey48hOYs+L8yZKJjov9tiZxEtOPBM7k2W8JGO/Z8dREsUjx7HkPZKdVmuXWr2yN7LJ5k4QG7GjlvdHoUCA2ApgYSH5/ZzT50hgASiCQOFXt+73XgkXpwNF21VWIkns8lrq8tq3KpIkgWUA/2qiLr93NJEGC/l91G1iwTLAyxM+HOtZG2m4sSgHApog1f2173MY8exkAMFgDClexJXFVTx0tK/o8yrvl+mVKJxs/uf3zFQAI21WxCMJlB7WK4Su3Wwf3jjixm2/cRypWAqpIoGdW4Hc741m4zXrcWlxVdX+nL0ZxFiHFaFQNZ/e5qMH8ORvnYDTxNXtdTdkhGZdndYhrUK7kcW3Hz6Kr70wjX9+bRb/dnYO776lG5cWI3htJgSWkcczfnphEW8a8VR+wHXMLMuuL70oIBiMgYHcRnp2LowOi0HVa6vXMViNpbLbTi5H0OMwot1qwKw/VtPfZzkUh8Mov3+O9znxxJk5/ESp0U7xmv3NWUFeb84tR2CrsPwNRZMwsrrCdamJw2Iwnne7JEkIx9PQ56wX9JIETsfghsrPfy3MBOVjhWHdOuXWjKvvR2fn8kalX7jmg9XAwmvQYcBpwvMTK1jxR4teyLm+IL9XrDpm7bEzI2lzRdbrUxlHoUlqzGe0y27ElC+i6rlmlmUBk61w/GjEd0efVT7XeOm6D/u9lU+M//m1OSyEE+i3Gyvum1GSL7xPL60iuMmy1ojWppXWVeu54Yvilh5Hdv+YjONyYSWKYNCK9vbS4+qae3zdbjdYlsXy8nLe7SsrKwWOGgWv1wufz1ewPcdxcLlcNT1mLvG0gH1d9ZvZN3E6GDldxYwcxcqp5WhVv8sMHYOCzBHFjmXV0NJ7YtCN2wbd8K6znSriTbH2LEmSMrlA9Z85biUYhoHZwNYt7DjJizlWfRbDbVZcWtdcpbzfGpFPNOSxYCWawmqCx/WVKHhRKsjHyd0WKJxtlyQJ40uRbF4FQRRDxzBND3zcTnQ5jFhYTVas+U3yIiZ80ZKf+1bHZdbX1UWk5JRUqt/dCjjNejxy7yj++deP4rYhD/7hlVksR5L47TuH8L3fOoFjA25MlxnHLocyEpQ7rq2UL/SoCDoG5PG2RE4byGwwgR6nKdvSVAuhBJ8dD7ptyA1Wx+A/JlYAQNNcE2VNF1ExWhVPi0VHzdwWfcHoSoIXIUjIG63SMQw6bOpHK2tBafta32o60mZBu81QMF51bj6MA90O6BgGI20WpAQpKwatp1jmDadj4DBxRaMQliJJWA0srA1yevY6TKrDjpUxvWZn5ACAw6RHv8tUsOYsxs+vr+DPn76Gu0fb8ODh3orbu8x6sAxl5BDbh7QgYnE1mRcLYTOpH63SXMgxGAzYt29fwcjT6dOncejQoaL3OXjwYNHt9+/fD71eX9Nj5pISROyvUz4OIJ+0O01cRSFH+bmWQo6R06HbYcoLmgWQ7Z/X8qD/yL2j+KtfPlBw+2C2tajwyzSaEsCL0rYLOwYyNax1EnISvJjNyAHkTIrxxfzA45V1WQL1ZDCnuUr5ci8lyCiV9ZPrhJy5cALhBI+9JOQQRMvQ5TAhLUhFMzVyueaLQpBQ0FRHyCjC+1avH8+l323G59+5Fz/6T7fh/3zoGH79xAC8NiMG3HJBQi211oGY3IKZK4gpQo7aitIPxAAAIABJREFUfDQTx2aDgCVJwlw4gV6nGZ12IyJJIbt+qoZQTv6hzcjhYK8DSV6E1aDt2K8itKhprkqkhaJCjseiL8iIWVsz5m/faTfWNexYyVlZn/3CMAxODLrx4nQwG+wcSfK4thzFgYzzeNQrj4yVysnxReX99q4LMHeZC39/AFiKpNDRgMYqhR6nCf5YWlVDU6QOVfYbYW+XHRcXirelKlxcWMUnvncJuzvt+Mzbd6v6HOgYBh6rgTJyiG3DXCgBUVqrHgdyw46bIOQAwMMPP4wnnngCjz/+OK5fv47PfOYzWFpawoMPPggAePTRR/Hoo49mt3/wwQexuLiIz372s7h+/Toef/xxPPHEE/jQhz6k+jErUa/GKgWXWa9ayNFa1BjyWAocOcpB32as/9U/Jey22BW2QJGrZ9uFetawpngRRm7tb7u7014QeOyPpsAyjQnHU1w2N/wxjC+uwmHiSrYKOc1yhfR6IWc8KwDRiSBBtApdSnNNhVDObFMdCbFFMSlCzjZw5KzHbTHkuZ0G3GYkeDHrmKgGfyyVrdBW2Nluw5ffewvetqdD1WPkOnJWoikkeRG9LlM23LcW4UJuXlpb55wclsUlrb9/bQb1YcfxtABzkXBtt8WAQDydJ6QpwtD6ptNOh6niZ38jKE4TZ5E14u1DboQTfPbYcmFhFRKAA5lQ8uE2ed0xUaK5ajmSgo4pLHxwm/UIFmmtWlpNoqMBjVUKSnPVvIow6VZy5ADAnk47FleTJQWXuVACjzxxHh6rAV/4pX1VHfe8VgM5cohtw0zGldfnXLsQYcxM+qi5qFCXI8L999+PQCCAL33pS1haWsKuXbvw1a9+Fb29sq1ufn4+b/v+/n589atfxZ/+6Z/iscceQ0dHBz7xiU/gLW95i+rHrES9F5eykFP+Ba+HIweQm6tevhmEKEnQZRZL9XDklN+H4jXoAeV33o6OHANb0CamFUlehFGf78gB5LaorkygdyCWhttiyL4n6kmP0yTP0vvjGF+MYKzDVnZMYchjxvXl/MXXxYUIOB2DHV51jVUEQdSfbHPNahL7uktvN55pqutq4BXtzcR2Gq2qRHYcOxCr2gERjKfRVuRk+0i/S/VjmDgdkpnvZmW0pcdpyooki6vJrNtDDcWal+4cacNf/nxSVVNPNVTnyBFhLOHISfIiYmkhO0ZUahy/027EUiSVt77UEsWR4ywieB0fcIMB8NyNAPZ1O3BuTs79298lCzlmPYtepwnXfaUcOSl4LAZw65wgLrO+6EjTciSJkTb3Rn6dqlBaPedCiawoVYrVBq/pK7GnS15zji9GcHJd1pUgSnjkifPgRQn/8937s01UammzGrBU58p7gmgVZpXq8XVNrDYj15zWKoWHHnoIDz30UNGfffOb3yy47fjx43jiiSdqfsxyGDkdrGx9T2ZdZj0WVsvPi9bLnTLksSDJyzN23ZmT+NUSV1fqxaDbjNM3Cqsit7Mjx1LHjJyUIMKYM1q1s90KPcvgR+PLeMNOOTdqJZaCp0ECGqdj0O8249pyFNd8UTx4qLzAOui24NSkP++28cVVjHqtMGyj0QOCaHW67PJ3SqUK4vFFOd9qM7VVNZI1Rw4d35RR3OlAHMcGqjtx9sfS6PdsrHnEpGezjhzlhL7Xacr+jap15ESSPEQp31Uy5DGj12nSfO2zJuSoc+QUcwQp49bymFr+4ylilkKn3bhW412HWu6s06SI4OWy6LG704YXpgL4jdsHcW4+jJE2S9540ajXiomV4o4cXySVl4+T+7jn140FJdICfNHGjlYNeixgAJydDxeIIetZTSgu+9YQcsY6bGAAXFxcLdj38/NhTKzE8MdvG8NQBYGqGF6roeLYFkFsFWZDcRg5XcEIqN3IYjVR+RxyW6woLA24AqZutIqHkdNpfkVu0CNf3VLGq8YXV/HE2Xk4TFx2YVJvBjNht+sXF4p9dTtm5Jj1jQk7BuSF6cMnBvCTK8v4/iW5KcMfSzckH0dhyGPBi9MBpAWpogNu0GPGSjSFcEL+zChBx3toLIMgWgqbkYXVwJYNPE0LIq75ohjroLHIUpj023e0aj3tNgNMnA7TRXL1KhGIpdG2QUHByOmQSOcLOd0OE7w2I3QMqg73DcULA3sZhsHn37kXv/eG0Q3t63oMLANOx6hz5PClw44B5OVelcpgURx29Qo8DiXSsBu5AteMwm1DbpybC2M1weP8/Gp2rEphpM2CqUAcaUEsuO9yJFlwcgSsrddzR8vOzYchSvWPYVi/H8cHXfjBxcWKYfKrSR42o7Z5SxvBauAw5LHgUhHB5dSEH6yOwV0jbTU9dpvVgGA8nc1GIoitzEwwgV6nqeAimN3IqRLst4WQ0wiF3WXWI5zgwZc58ATjqbo4U9bySeL4p1dn8aHHziAtiPjCL+1r2NXRwaxVOn9htq0dOXXMyEnyYoFz5eETAzjY68Cf/eQaZoJxBGIpeKyNe92HPGakBfn9v6dCzk02HDkzjqcEHZOQQxCtBcMw6LQbsVAmJ+O6T26qo89vaUyZTDOzgYQcHSM7OKsVckRJQiCernpUYz2yI0eQg45DCXTYDDByOnA6Bu226sN9Q5kLEk5zvgiyq8NWcWSmWhiGgc3IqcrISaSFrICYi+LUDcTWckgimYtONkPhaBVQW26QGoLxdNkcoRODbggS8O3X5xBO8LhlXXHJqNcKQZSKlm34oil4izhy3GY9BFHKE8NevRmCjgEO9jo38NtUz9v3dWIunMRrM6Gy260m+ZYZq1LY02XDxXUlG4As5BzqddQczOy1GiBK+e9PgtiK8JmLYMWC+tWOVm0LIacRGSGKpVZxGBQjGOc1z8cB5C8lh4nDV569gf/x9HWcGHTjW792BLc28AtpwFO8gjwQT8NUBxfSZsBcp4wcQZTAi1KeIweQx5v+5P7dYBjgU0+NN8WRA8hX8PtcxYOOFRThb81FRkHHBNGqdDmMZUerxis01RE5rVU0WgVA/g5Yv16oxGqChyBKBWHH1WLidBAlIC1ImA0l8oL5O+3GqsN9izly6onNyKocrSrlyJFfvzxHTonRHSUja6JEM9RGCa8LiV7PLT0OmPU6/P3LMwBQ1JEDFAYe84KIQCyNdmvhhVzFkZTron91JoSxDlvDR5fu3eGFRc/iyQuLZbcLJ1pPyNnbacdKNJUXWj4fTuCaL4o7a3TjAGstYxR4TGx1vvbCNOZCCdy/tzCo305CTmNxZa7ElBuvCsTTdQn9ZRgGo14rEryI371nBF/4pX11EYzK0ec0Q8eg4ApbMJ7elmNVQMaRU4fRqlTGQpybkaPQ7TDhD9+0E+fmV5HkxYZl5ABrLptKQceAnEegZ5nsVbRLixR0TBCtSpfdVHa0YnwpApuRLdlUR9Bo1XoGPBbMhRJFR2JKoZQnaOHIAYAEL2A2GM+2BwG11W0r675ygoSW2AycqtGqeFooehFNcUjnVnBHUjxYplBodJj0ONrvxL+eWyjrOK+VUIIv68jRszoc6XchlBEylCgBhUGPBSxTWEG+EktDAoo6cpS/k/J+SvIizs+HcaivsW4cQD4evHGXFz+94itbQx5J8i1TPa6wp0u+8HZpcW286tSEnH14Z4XMn3K0kZBDbAPOz4fxteen8bY9HXjjrvaCn9tNXDYbqxwk5GiE8sVQTsgJxtN1E1j+21vH8I8fPIKHjvY1JWzSwOnQ4zQVNFcFYvX7nVsdpbVqve10oyQzs/3rHTkKb97dgbfv6wSAhjpyBt1mMKg8VgUAHKtDv9uSvSJ7aYGCjgmiVelyGBGMp0ueaIwvRrBbhYC7ndnhtaLfZWq5q+rNYtBthiChaHtQKRThYaOOHOW7M5zgsRxJoTen9rUrI+RU872dHa1q0Im2GkcOL4jgRamoA8zA6WAzsvDnjlYlBdiMXNHP8IOHe7G4msTPrvk2vvPrCMXTFV+324fkQOz93fYCh72R06HPZS5w5PgishhXLOx4vZB1fj6MlCDhcJ/65jMtefu+TsTSAp4u8/q2oiNnV7sVLANcXFwrejk1sYIBtzl7Ya8WFPEtt9qcF0R899xC3XIn1ZDkRfzVzydKVq4ThFpiKQGfemoc7TYjHn3jjqLbKKNVlb6L6KxJI1xZIaf0l2swlq5bVkyP05QdbWkWg24Lrvny52XrKV61OhY9C1GSD/5aksxcwSwnevzBfaP44PF+3D7cuCpNm5HDFx/Yjw8c61O1/YjXiil/nIKOCaLFya0gXw8viLi6HKGg4wrcs8OL//Ph49AXcVJuR5QK8mpycpTMjA07cjLfnTf8MUhAgSMnJUhZt4YaQvE0dExhUHC9sBk5RCpk5CitXEo203o8FkPeaNVqki+oHle4c6QNvU4THntltsY9Lk04UTly4MSgvI65tddR9Odyc1W+I0cZ9yk2WqU8n1J9/upMCAyAQ33FH7/eHOpzotthxFMXlkpuE0mWdy41A5OexYjXmg08jqcFvDwd3JAbBwDaLIWOnL9/eQaf/tEVnJpY2dBjb4TXZoL4xksz+MufTzRtH4itwV/87Dpmggn8t7eNlRzntBs58KJU8RySVhQasf6LYT1JXkQsLWxpUePuUQ9u+OP46ZW1qwrbebRKCbXUOvBY+VCXcuQAcqPAx+4abqgjBwBODntUP+dIuxU3g3HcDFLQMUG0MkoF+WKRnJxJfwwpgYKOierodxXP1SuHIjy0FXFZVIMybjThk587dyQwK1qWyYRajzwepG9IHiMAWI0cohVGq5R8vlKZTG6zPj/sOMkXVI8rsDoG7z3Ug9fnwprWQvOihFUVAsWgx4L/+cB+vO9Qb9Gfj3otmAnG8xyDyxkRoNh7RVmTKmLdqzeD2NluhaNBGUfr0TEM7t/biRenA1gqMdYXTvAtUz2ey55OGy4urEKSJLw4FURKkDYs5Bg4HZwmDr6MGDcTjOPvnp8GkJ/r1GgUsfCpi0tUj07UzM+vr+CJswv4wLE+HOkv7QK0G+XjcaWcHBJyNEKxhpYarVJur0dGTqvwrgPd2NluxV/8bCL7hbqtR6syi0WtraApFULOZmDYawUvSvj3K8sAKOiYIFqVNUdO4RiMEnQ8RkIOUQVOsx4us746R05mHeXe4AUKxZFzfUUex+l15TtygOpamtSMB2mJzcBWdOTEMyPYpYom3BZ93klxtEIGyzv3d8FqYPGPr2rnylECltWERN8x7CkpZIy0WSFKay2YgijhxakAWB1T1AVv1rMwcjoE42mkeBHn5ldxuMwJVSO4f28nRAn4/qVCV05aEJHgxZZz5ADA3i47Qgke8+EkTk2swGpgNWn+8lgN8EVTkCQJf/rjq+B0DHQMqnLKac3kSgx2IwePRY+/eOa65rEJxPbgv//0Gna2W/GRO4bKbqcc70jIaRAmPQuzXldZyNnCogarY/Bf7hvF4moS/9+LN5FIC0jw4rasHgfWHDlaN1clefnxNruQM5IJNv7B+BIFHRNEC9NuNUDHAPNFXArjixFY9Gx2VIYg1DJYZQV5ICYLJhsdT1OCp6/7YjCwTN6oluI+KxfuvZ5gheYlrVEcOWKZE0nlYlopIcdjMawLOxYKqsdzsRk5vGNfJ358eTmbP7NRgplsIYd5YwLFaGbtcH0lirQg4r8+OY5nrq3gN28fAKsr7pJymfUIxNO4uCAXQxxpQtBxLgNuM27pceDJi4sFAoFyItdqGTnAWibixYVVnJrw4/Yhtybjo16rASvRNL5/aQkvTgfxsbuG4TTpEWyiI+eGP4YdXgs+cnIIr82G8fRV7TOjiK1NihexsJrEm3a1V8wEVYT1SoHHm/tMsMVwmfUlR6uUg89WFzUO97nw5rF2fOOlm7iQsR5u19Eqa50cOcrsu2GTZy0MK4svXww7KOiYIFoWjtXBazUUPbm9tBjBWIe1YWMlxNZhoGohJ6XJxTAlN+aGP4Yepynvves0czByuqJjhKVohiNHQvm1RaXRKo9Fj2A8DSHTRLWa4GEzlm9Ue9+hXgiihG+/Pl/bjq9DWS9vtLa932UCp2NwcWEV/+VfL+AnV5bxn+8ZwYdvGyx5H7dZFgVemQkCAA42WcgBgLfv7cDkSgyXcsKDAXmsCmhcBlM17PBawekYfOfcPHzR1IZqx3PxWg2YCcbxxWcmcKDbgQdu7YbLom+aI0eSJEysxDDcZsU793dh1GvBX/58MuuQJwg1KAHzas6LHRnhtlJDIZ05aYjLrC8ZdhzYBo4chd+5exg6hsHnfnwVAOAyNzanpVWoV0ZOtn58kwsfbosh+3nYTWMZBNHSdDlMWAznj1ZFUzwuLq7iQE/zT4KIzceA2wxfNFWxgUnBH0vDo8GFIcWRk+TFvKBjAGAYJlNBrr5NKxRPN9SRY8su8Eu/bonMaJW5RNix22KAhLXGrUiqcgZLv9uMO0c8+Pbr85qUOCgCxUZfO47VYchjwT+9NofnJgP4w1/YifcfLV+6IK/X03j1Zgg7vNaWWJv/wlgHDCyDH47nj1dFWtiRY+B02NluxQtTQTAA7tCoYMNrNSAQT2M1yePjb94JHcNkxLfmNEb5Y2mEEzyG2izgdAx+954RzIYS+Oczc03ZH2JzomgBar7HaLSqCTgzXwzFUG7f6o4cQF7wP3xiIHulbbs6cpSMnLjGjhylfrxUG8VmYsgjj2NQUCpBtDZddmOBI+elqSAEUdJs8U5sLwYyTZs3g+pcOYFYesP5OED+d2du9bhCZ6aCXC2hBL9hV0k1ZIUcFY4cUxlHDiCfoIqShGimfrwSDx7uRSCexo8vl25YUouWte1jnTawOgafvn83Hrilu+L2Losey5Ekzs6FcaS/NYRou4nDWIctmzumkHXktKCQA6yNV+3vdmjy+QTWmuk+eKwvO3bvbqIjZzITdDySOWbdNuTBHcNu/O/np5o67kVsLpRcMjWfk+xoFQk5jcNVRsgJxNNg0JrWyHrw0NG+bBPEdhCvimE2yB+vejlytsIo0qBb/lKkoGOCaG26HPLJbW4ux3M3ArAaWNza05zaXmJzM6hUkPtVCjkatWDmihu96xw5QHHRshSJtIAkL8K5wZyXalBGoKLlHDl85bBjQB5Xi6UESIAqIefYgAteqwEvTQer3OtCwlWEHVfid+8ZwT998AjesqdD1fZusx5LkRQSvIjDLTBWpTDSVlilrmRkNKtVqxJ7u+QLcXeNbqytKpd7drThwcO9ePjEQPY2l1mfl+vUSCYz7XrDbZbsbf/5nhHEUgL+4dWZpuwTsflQmgJVOXIMlZ2XAAk5mlJOyFGst6WC17YaRk6HT7x5J04MurKNJ9uNtdYqbWdoE1uktQoADvc70WU3UtAxQbQ4XQ4T0oKUvaIkSRJOT/pxbMAFbpPndRHNoc9lBgOoysnhRQmhuEajVTmOnPWjVYDsyPFFUuCFyt/dIY3Gg6phbYGvJiOndNgxILuclBOFUvXjuTCMXExw3ae+Nr4UoXgaOgawVsjmUYPLrMegx1J5w5ztFQ61kpDjtSAYT2ezNIDcsOPWdGHfNuTBgW4H3rJbnYimhj6XGb//htE8IdJl1iOc4LO5To1kciUGq4FFe06d/UibFUf7XfjpFR81WBGqUIRIjwpHjoHTwcjpKOy4kbjMHKIpAekiX/5yDff2cOMoHBtw469/+RZNEuw3I5bMYitWoSa0WpRwta3gyLl/byf+7bdObInfhSC2Ml1KLXMmJ2fSH8PCahK3D2t3FZbYXhg5HbodRkwFKosCoXgaEjZePa48r0JRR47DCAnAUqRyHke2kbSRYccZ50y0zNqiUtixO2e0ShGE1DhyAFlsuOGPbfiEOpTg4TDpmxKU7sr8/sNtFs3GgbRgtE2+qDWRI5RlhZwWdeR02o342q8eLCqKaonbrM/LdWokkytRDLdZwKx7r96704vpQDzr2CGIcvhjaRg5Xcnj8nrsRg5hcuQ0DkXhL9ZcFYynt+2I0XbFwDJgmXrUjysZOfTxJQiiMSjOSqWC/LnJAADgjiHKxyFqZ8BtUeXICWjY/MnqGBhY+YSslCMHgKqcnGzzUkPDjmWXQjnL/do6obiLw2HiwDJyi0q1YbqjbVYkeRFzIfWB0MUIxfmGtn3loqzXm107vp4Rr+wqmliJZm9bTfAwsMyWcGFvhLVxwMYLORMrMQwXcXzdMyq3dD1zdaXRu0RsQgKxFDwWfYEgWAq7kaPRqkaizPkWa64KNLjVgGg+DMPAbGARS2s7WpXNyNmmTieCIBpPl10+4VWyQ05P+jHcZkGXo75XYYmtjVJBXmk0oZraVjWY9CycJq6oC2XtvV5ZqGjGaJVV5WgVywB6tvgJg45h4LIY4I+ls46PSvXjCqMZseG6L1phy/KEEumm5b50ZEZkjg64mvL8pfBaDbAbubycnHCSb1k3TiNRxLdSERb1IhRPwx9L5+XjKHTYjdjfbccz13wN3Sdic7JSZWC/zcjRaFUjKXeQCWkU0kdsLix6VvPWqgQvgkHpBRpBEITW2IwsrAYWC+EEYikBr82GcMcQjVURG2PQY0Y0JWClwlX2YFx9toAaTJwOva7CxioA6HQoY4TqHTmNHK0y63VgGbkyvBTxtAiTni175ddjkcNjlcexqnTkDCvjPyvqxklC8TR80cIxNTk7sjmOnH1ddvzVe/bjDTu9TXn+UjAMg5E2CyZyRLJIkoejRRurGolyDtVoIedGZmxqpK14luO9O7y4tBjBQnhjDjVi6xOIVZfzZjex1FrVSEoJOaIkh/S5yJGz7TDrWe1bq3gRBk6n2ppHEASxURiGydYyv3IziLQg4XaqHSc2yECmuWqqQsbEWm2rNuuoNqsBo0WusAPy97bTxKlqrspWaDdwfccwDKxGrqIjp1RjlYIs5KSqzsixGFh0O4yqHTn/9alx/N4T5wtuDyeaN1rFMAxuG/I0JZ+nEiNeCyZWYlmXWjjBq/7bbGWUscpGj1YpguVQW3Hh994dmfGqazReRZQnEEtVNR5Mo1UNRgkzXi/krCZ4CBJIyNmGWAwsYho7cpK8SPk4BEE0nC6HEQvhJE5P+mHW63Cot7XyJYjNx4BbFlMq5eQEYimwjJztogVfePd+/N4bRkv+vCMjWlYiFOdh0bMNL3WwGdiyC/xEWqgYqOnOjFZVm5EDAKPewprsYgTjabw0FcCVpQgS6y5qhRIUOVCMkTYrQgk+61JbTfCave83M8o5VKDBjpzJlVgmmL34GPGgx4LhNguNVxFlkSS59dNjrXK0qoxgD5CQoynOEo4c5aBDQs72w2LQ3pGT5AVqeSIIouF02U2YDydw+kYAR/tddBwiNkyn3QgDy2DKX17I8cfkk36tHBReq6Gsy6FLrZCTaM54kLXCldpEWixZPa6QHa1K8tBXGaY70iY3V1WqaD81sQJBAgQpP1MnxYuIp8VstiSxxkjGKaaMV60medX5RVsZjtXBbuQQbLAjZ9IvBx2XO/a8YUcbXpsJNXzfiM1DJCmAF6XqRquMHI1WNRI9q4PVwBYIOcoMNWXkbD/MdcjISfLitm8vIAii8XQ5jAgleMyFElQ7TmgCq2Mw3GbFleVI2e3kbIHG1UR3OUyY8sfwd89Nlc2+kJuXGr+2sxk5RMqsLeJpoaJz123WI5YWsBJNwWaoTowa9VrBixJuBsvngvzs2gqsBlmEuLy09jcOZ0bSyGlSyIg3P4NoNck3LRS61XBb9E1x5BQLOs7l3p1eiBLw8wkaryKKU0tgv8PEQRDLFwHQ2aDGuMz6QkeOhrWZxObCUoeMnCQvUmMVQRANR6kgB4DbqXac0IgD3XZcmF8tu2ANNLgw4t23dOHWXie+cnoK7/zbF/GxfzmLp68Wjk40y5FjM7CIlnPk8KKKjBxZGJsOJGCvUlDJukZWSufkJNICnrsRwP17O+Ewcbi8tLZtsAltX5uFNoseThOHiZUoRElCJMnDTo4cAHI7cCOFnEiSx+JqsqKQs7vDhi67Ec8UOUYQBLCW8+YxVzdaVQk6G9QYl1mfraNUCNJo1bbFbGAR1zrsWCBHDkEQjUepZR5wm9FXovGHIKrlQI8DsbRQNjw3EEtVZUnfKDvbbfhfv3ILvvMbx/Abtw9gOhDHo9+9iAvz4bztQvF0yzpyKo1WKcLYzWA865pRy5DHAgblK8ifuxFAkhdx74427Gq3kiNHJWvNVTHEUgJECVQ/nsFt0Td0fEkJYR/2lBdyGIbBvTu9eGEqoHkuJrE1CNTgyFGTW0ZngxrjMuuzo1QKlJGzfbHWKeyYhByCIBqN4si5g8aqCA25pccBADi3TiTJxR9Lw93A0SqFXqcZv3XHEL7x/sNgALwwFcz7eSjBN8VVYq3kyFERduzJqXOuthXJpGfR5zKVDTx+5poPDhOHw31OjHXYcc0XBZ9xXYXi8r67SKAoyojXiusrUYQzF4apflzGbW6sI2dSEXIqOHIAub0qJUh47oa/3rtFbEKyjhwSclobl5krGK2a8sdgN3IVba7E1sOsl4UcpUZSC1Ik5BAE0QS67Eb8zl3D+NUjvc3eFWIL0es0wWPR49xccSEnyYuIpoSmjqe7zHrsaLfi5ZtrQg4vSlhN8NnG0kZiy4Qdl1pbJHgRJq6SI2dNGKul3nqkzVrSkcMLIk5N+HHXiAccq8NYpxVJXsSNzIlxOFvbTgJFMUbarIgkhezomo2cSwAAl0WOr9ByTV2OyZUY9CyDXhUO1IO9TrjNenz3/EID9ozYbCgxK9WYOtR87ulsUGOc6zJyokke/37Vh/t2epu4V0SzsOhZSJAXolqR4EUYKyzQCIIgtIZhGPza8f6SNawEUQsMw+CWHgfOlhByarGk14Oj/S6cnQsjlfk+X02kIQFNG60SJHk9UIx4WoBJpSMHQE0ZLKNeC24G4tnXI5dXZ0IIJ3jcu0Ne+4512AAAVzLjVYojh0J8izPqlR0gr88c0S1tAAAgAElEQVTKnwly5Mi4zXoIolSxyUcrJlZiGHCbwekqt+WxOga/eqQXpycDODMTasDeEZsJfywFp4kDV0XGKTlymoDLrEc8LSKRyUX5/oUFxNMifnF/Z5P3jGgG5szcuZaBxykKOyYIgiC2EAe6HbgZTGRFm1yUi2ONzMgpxpF+F5K8iPML8sm1IkY0Y7RKqaMuVUEeV1E/btKzsGS2qdWRI0jAdKCwOv6ZayswcjrclglFH3RbYOR0GF/MCDmJNPQsU3H8a7uihEm/PisLAmpO6LYD7uw4YGOEnMmVGIY9VtXbP3i4F16rAX9zarJhriFicxCIV9+8qEZgpyOoxiiWKSXw+NuvzmLQbc7OgBPbC2WRpGVOTpIXYaTFD0EQBLFFOJBZI52dWy34mZIt0IyMnFwO9znBAHhlWj65DjVxPEipC48kC9cWaUGEIEoVHTnA2olxtfXjADCScY2sH68SJQk/u+bD7UPubKQAq2PyAo9DCblSm2EqOx22I26LAW6zHhczwle1rWJbFeUcq5jgqzWJtIC5UCIrqqnBpGfx4dsGcGY2jNOTgTruHbHZkHPeqhP9qbWqCSgHmWA8jSl/DC9PBfCL+7voy2qbYjFoL+SkBBFGcuQQBEEQW4Q9nTawOqZo4HGghpDIemA3cRjrsGVzchRXQLNGq4DijpxEWh51quTIAdZeU2sNo1WDbgtYprCC/NJiBEuRVHasSmFXhw1XliOQJCnT9kXiRDlGvJbsWD61e8m4cwK6681UIA4J6oKOc3nXgS70Ok34m1OTEMmVQ2TwR6tvXtSzOpgqZKLS2aDGKFdmgvE0vndhEayOwdv3djR5r4hmoThytKwgp9YqgiAIYith0rMY67AVzcnxZ66+t0Lz55F+F87Nh5FIC8115GSEl2iqUMhR1htqCjYUl1MtozsGTod+txnXffnNVf9yZg6sjsGdI/ntdmMdNkSSAmZDCYSb1Pa1mRhpk0d6GKxdFNzuuLOOnAYIOZlg7kFP5aDjXPSsDh85OYiry1H8eHy5HrtGbEIC8dqaFyu58ehsUGOUhcZKNIUnLy7i7p1eeG3GJu8V0SzqkZGT5EUYSMghCIIgthC39DhwcWEVvJAfnru4moSBZWBtgZPZowNOpAUJ5+bDCGVcAc1w5FiNpUerFCFHTf5MdrSqxgyWUa81z5Hz3A0/vndhEe8/2lcg1CiBx5eXIgglyJFTCWWkx27ioCNXP4Cc0aoGOHJmQwkAQK+zOiEHAN6yuwM726348ukbBcczYvuRFkSEE3xNgf2Vjs10NqgxykHmh+NLWI6k8MuH+5q8R0QzyTpyNBqtEkQJvCiRI4cgCILYUhzotiPJi7iyvCYMrCZ4PHlxEXcMe1piRP1grxMsA7x8M4RQggera47AZDOUDjtWmqwq1Y8Da6NVthpGqwBZbJgJJpBIC4gkeXzmh1cw7LHgN28fLNh21GsFq2NkISfON0UA20woGUS1imxbEZOehVmva8ho1WwwAY9FX5MbSscw+E8nhzATTFAdObGhwP5Kbkk6G9QYpUrx9GQALrMe9+5qb/IeEc3EbJA/Ylo5cpR5acrIIQiCILYSSinEuZzxqn94ZQaRpIDfKCIMNAObkcPuTjteng5mc16aITBlM3KKXCRKVOXIMeQ9XrWMtFkhAbjhj+Evfz4BXzSFT711V9GLTUZOh5E2C8YXIwgn0pT7UgFltIqqx/NxmfU1jVY98sR5fOHp66q3nwnF0eeq3o2jcOeIBwe6HfjWK7M1PwaxNfBnc96qH62qdJyks0GN4XRM9kW/f28HjcBsc6x6+b2gVdhxShFy6H1FEARBbCG6HCZ02AzZwONwIo3HXp3FvTvasmM5rcCRfhcuLKxiYTXZtNwei4EFg+KOnLXRqspOgl3tVpg4HbrstUUAjHplseEfX53FE2cX8NCRPuzvLt3SuqvDhnPzYaQEiTJyKuAy6+Gx6GEjwSsPl1lf9WjVzUAcpyb8eOriIgRRXQDxTDCBXqepll0EADAMgzfsbMN0IA5ftP4tW0TrorSs1eLIodGqJqB8sf/i/q4m7wnRbMwat1YlePlxSCAkCIIgthq39Diygcf/8MosoikBv3VHa7hxFI4OOCGIEl65GWyaGKFjGFgMbAkhR/1o1ZF+F575nZM1V7v3u0zgdAyevLiEQbe54t9qdybwGABl5KjgA8f6qTBlHW6LHsEqHTk/urwEQK69P1+kGW89KV7E0moSfa7ahRwAONTnBACcmQlt6HGIQpZWk1gIJ5q9G6pQHDk1hR2TkNN4uuxGHOi2Y0fmSgWxfTGwDFhGu9aqlCBfSSBHDkEQBLHVONDjwHw4ieu+KP7x1Vnct9OLne2t48YBgFt7nGB1DNKC1FQxwmbkio9W8Uprlbp1AqurfTSMY3UY8ljAAPjUW8cqNmXlOqsc5MipyPuP9uEd++iicC7uKh05kiThh+PL2NVuBcsApyb8Fe8zF05AAjY0WgXIwqWJ0+HMLAk5WrKa4PGhx87g49+71OxdUcXaaFX1x7x37Oss+3OSw+vAZ96+uyVC+YjmwzAMzAYWsbQ2qfXJzAKNhByCIAhiq6Hk5HzqqXFEU0LR0NxmYzGw2Ndlx9m5cFPHg2xGFtEyjhw1o1Va8OvH+xFNC9m/XTl2tq9d4CRHDlELLrMBwXgakiSpOte65oticiWG/+dNO/Cj8WWcmvDjt+8aLnuftcaqjTlyOFaH/T0OnJmt7AIi1PPnT1/D4moS/lgKaUGEvsVzQwOxFPQ1Ni/u7bKX/Xlr/+abFLfF0LS5aaL1sOhZzVqrKCOHIAiC2KqMddhgYBlcWY7ijbu82NHems7mo/3yyEQzm5dsBq54a1W6OkfORnnLng48cEu3qm1tRg79mXEVaq0iasFt0SPJi1nBshI/uLQMVsfgjTvbceeIB9d80YojObPBOACgd4OOHAA41OvA1eVI0c8qUT3/ftWHJy8uYU+nDWlBwoQv1uxdqog/lobbrK+LyYPOBgmizlgMLKKaZeSQkEMQBEFsTfSsDns67WCAlmmqKsaRfhcAwGVu7mhVsbVFosGOnGoZ65CvMDub+NoRmxd35kK5mgpySZLw48tLODHogsuix50jbQCAZyfLj1fNBBMwcTq01TAKs56DvU6IErLZX0Tt+KIpfO5HV7C7w4Y/fttuAMClxdUm71VlArE02qy15ZBVgs4GCaLOmPWshhk58gLN0OI2QoIgCIKohYdPDOB37x1p6ZzBW3uduG+nF8cH3E3bB5uxVNixAFbHtOy4weF+J+xGjpzrRE24MuKKmpycs3NhzIeTeMtuOTB6yGNGj9NUMSdnNpRAr8ukiYNif7cDLANNcnLiaQG/+o1X8PJ0cMOPtdmQJAmf/dEVxNMC/vj+MQx5zLAZWYwvRZq9axXxx1JwayAKFoPkcIKoMxYDi5hGQk6yijYKgiAIgthsnBzx4CQ8zd6Nshg5Hf7snXubug9WA5dtgMolnhZgbtBYVS2859ZuvHV3R8sKTURrk3XkqGiu+uH4MoycDvfskJ04DMPgzmEP/vX8AhJpoWQ490wwjn4NxqoA+RxgrNOuSXPV5cUIri5H8dJ0AEcHXBrs3ebhu+cXcGrCj0fuHcFImyzyj3XYcGmx9YWcQCyNkTpdmKCjKEHUGbOWGTmKI4dGqwiCIAhi22IzsoikimXkiC19sUfHMLBT0DFRI+6sIydVdjtelPDTK8u4a8QDq2Ht/XbnqAdJXsQrN4sLK5IkZR05WnGw14ELC6vZnMtaueqLAlgLY24WX39hGn/9H5MNez5RkvCV01M42OvAg4d7s7fv7rDj2nIEvKBNoUw9kCQJ/lgKnjo5EOlskCDqjEWvnSOHMnIIgiAIgrAZOaQFCcl1J4cJvrUdOQSxEZSRvEAFR87L0wH4Y2m8OTNWpXC4zwUTp8OpiZWi91uJppDkRfQ6tXHkAMChXidSgrThPJery7L7ZCaoXsgRREmzeAdAFlUee2UWP79e/PWrBxfmV7EcSeGBW7uhyxl329NpQ0qQMLHSuoHH0ZSAlCDVbbSKjvQEUWcsBhYxjVuryJFDEARBENsXxWWwPicnnhZLjowQxGbHamDB6ZiKYcc/GF+G1cDijuH8MU0jp8PxQTdOTfghSVLB/RSRpE9TR47ccvfaBserri7LjpyZTKuWGr7x0k388tde2rAbSOHKUgSBeBrRBrZwPX3VB07H4M7htrzbd3faAADjLTxepQiOHguFHRPEpsRi0C7sWLnyZiIhhyAIgiC2LTajLNYUCjlCS49WEcRGYBgGbou+rCNnOZLEM1d9eMNOb1EH+50jHiysJnG9iJNDGVvqdWon5Lgsegx7LDgzW3tzlSBKuLYchZ5lEErwquvMr/uiWIqkcKpCU5danrsRAADN2ngrIUkS/v2qD8cGXAUjmf1uM6wGtqWbq/wxeQSQHDkEsUkx62VHTjHlv1oUIYdaqwiCIAhi+2IzZhw5606oEmmRRquILY3LrC/ZWpVIC/j971yAKEl4/9G+otuczLh0ni3SXjUTjEPHAD0aCjkAcGuvA6/PhSCItZ0LzATjSPAiTgzKTXmzKserliOykPD9i4s1Pe96XphaE3JEDc5rKnF1OYrZUAJv2Okt+JmOYbCrw4bLLdxcpQiObeTIIYjNiUXPQgIK5thrISmIYADo2Y1XIhIEQRAEsTlRHDnrRxzkjBxy5BBbF7dZX3S0SpQk/PEPLmN8MYJP378HoyWagjrsRuxqt+I/iuS8zIQS6LQbNW9VO9TnRCQp4HomsLhalLGqezMNXLMhdeNVy5EkAODUhB8hFZXt5YilBLw+G4Ylc3zRKjaiHE9f9UHHINs8tp49nTZcWY6Cr1Egqzf+zGu+aRw5qVQKn/70p3HixAkcPHgQH/3oR7GwsFDxft/61rdw33334cCBA3jggQfw8ssv5/38Ax/4AMbGxvL+PfLII1rvPkFojtmQWWxpcMBLpkUYOB0YhoQcgiAIgtiu2AzFHTnxtAATOXKILUyp0aq/PT2Fn1zx4XfuHi554q9w92gbzs2HEYjlt1/NBhOajlUpKDk5tY5XXV2OgGWAu0bl30tN4LEkSViOpHC035lt8doIL98Mghcl3DUqO5rUjndthKev+XCw11kyY2Z3pw1JXsSNFg089kc32WjVZz/7Wfzwhz/EF77wBXzrW99CNBrFRz7yEQhC6ZPYp556Cp/73Ofw0Y9+FN/5zndw6NAh/OZv/ibm5ubytnvggQdw6tSp7L8/+ZM/0Xr3CUJzFOVai5yclCBSPg5BEARBbHOUvIj1V9kp7JjY6riKOHJ+eGkJf/f8NH5xX2fJkapc7t7RBlGSnSq5zIbi6HVp11il0O0wosNmwJnZ2gKPry5HMeCxwGMxwGniMKPCkRNNCUjwIu4Y9mC4zYKnLi7V9NwKz98IwMTpsgHS9c7JmfLHcN0XKzpWpbCnww4ALZuTE4ilYTdymju8FDR91NXVVXz729/Go48+ipMnT2Lfvn34/Oc/j8uXL+P06dMl7/f1r38d7373u/He974Xo6Oj+OQnP4n29nY89thjeduZzWa0t7dn/9ntdi13nyDqgsWgnQUxyQvUWEUQBEEQ25wOmxFGTocb/vwr0Yk0jVYRWxu3RY9oSsDkSgyPvTqL/+vxs/ij74/jUJ8Tf/gLO1W51nd32NBhM+TVaEdTPPyxNPrq4MhhGAaH+pw4MxuqKTPz6nIUu9rlUbE+l1lVRo6Sj9NhM+L+PR14fS5cVePVep6/4ceRflfWXVJvR84z1+S/zb1l3FUDHjMserZlm6v8sXTd3DiAxkLO+fPnkU6nceedd2Zv6+7uxujoKF577bWi90mlUrhw4QJOnjyZd/vJkycL7vPkk0/ixIkTePvb344/+7M/QyTSmn80gshFS0dOkheLJvATBEEQBLF9YHUMRtosuLa8lrkhSVJGyKF1ArF1cZvlE+P3/r8v4wtPX4cvmsL7j/Xjf7xrr2rnA8MwuHu0Dc/fCCCRWZ/PKY1VdXDkAPJ41XIklW3GUks4kcbCahI72+W67T6XCTMqHmMpk4/TbjfgrXs6AAA/uFSbK2cmGMfNYAK3DbmzY531duQ8fdWHvV12dDlKC2ty4LEV4y0aeByIp+Cpo5DDVd5EPT6fDyzLwu12593e1tYGn89X9D6BQACCIMDr9RbcJ9fF8453vAM9PT3o6OjAtWvX8Od//ucYHx/H17/+dS1/BYLQHCUjJ0ZCDkEQBEEQGrHDa8WzObXCaUGCIIHqx4ktzW1DHrx5rB37exy4a8SDvhqFl7t3tOFfXp/HS9NB3DXals2d6XNp78gBgIN9Sk5OqKp9VoKOd2YcOb1OE35yeRm8IIIrI1z5Mo6cdqsRXQ4TjvQ78f1LS/jwbQNVZ20+n6kdv23InW2rqqcjZyGcwIWFVfz2nUMVt93dacd3zs5DECWwOu0yRMOJNFgdA6uhdrnEH0tjyGPRbJ/Wo2rPvvjFL+LLX/5y2W2+8Y1vlPyZGgtZsTdU7m3ve9/7sv89NjaG/v5+/Mqv/AouXLiAffv2lX1slmXgctXvRSz/3LqmPTfRGnQmMgIOx234vSAxDCzGjT9OK0CfDYIoDn02CKI09PlY48CAG/92YRE8x8JrM2bzctwOE71G25Dt8tlwuSz4m0HPhh/nvv0mWL93Cc/fDOEXj/RjJSmv1/cNeOAwa++iOOwww2nW4+JyDO+v4u80k3HRHN3hhctuws4eJwTpJqKMDoNlHiciyOffo71OWAwc3nOkHx//znlMR9O4tc9V1b6/MhtGr8uEW4fbsLgqO30kjq3b++2743Iw87uO9Fd8jiPDHvzjq7Pwp0Xs7Cweu1LLZ+PDX3kO7TYjvvzQ4arul0swnka321y310mVkPPBD34Q73znO8tu09PTgzNnzkAQBAQCAXg8ax8wv9+PY8eOFb2f2+0Gy7JYXs5P0l5ZWSlw6eSyf/9+sCyLqampikKOIEgIBpuTZu1yWZr23ERrwCdlRdwXjG34vRBJpMEBW+I9RZ8NgigOfTYIojT0+VijzyafbL5y3YcTg+7sCRZ4gV6jbQh9Nqrn9kEPfnJpEb9/zzCuLYThMHEQk2kEkxur6i7FgW47XphYqervdHY6AJdZD33mc+3OjE6OTwfgLGPSv+mLwGZkkYqlkIqlcHufA0ZOh39+YRqDtuItUMXgBRHPTazgzbvbEQrFIaRkJ85SYOPnNaV46uwcRtoscHNMxecYsMu/y4vXfGg3FncjVvvZ8MdSODsTgpHTYdEXqWkaghclBGNpWNnKv0M52ttLZwKr2iuPx4PR0dGy/8xmM/bv3w+9Xo9nn302e9+FhQVcv34dhw4dKvrYBoMB+/btKwhDPn36dMn7AMCVK1cgCALa29vV/AoE0TSselkv1SLsOMWLFHZMEARBEAR2eOVRi+s+efRCyeKj+nGCUMfdOzzwx9K4ML9at+rxXA71OjEdiMO/rva8HFeXo9jZbs1OqihjWZWaq5YiKbTbjNn/txk53DXShh9dXgYvqg9cPjsfRjQl4LYh2aRh0bNgUL+MnERawGszIdw9Wr5CXmHQbYGJ02naXPXydBCAHGnxeo1NY8F4GhIAd4nqdC3Q9Ehvt9vxnve8B5///Odx+vRpXLx4EX/wB3+AsbEx3HHHHdnt3vrWt+Lv//7vs///8MMP44knnsDjjz+O69ev4zOf+QyWlpbw4IMPAgCmp6fx13/91zh37hxmZmbws5/9DI888gj27t2Lw4drtzsRRCOwZtRhLQ54CV6EkWbfCYIgCGLb47YY0GY1ZDM0lNBWM60TCEIVJ4c9YBngZ9dX5OpxZ32CjhXWcnLCqrbnRQkTK7FsPg4AtNsMMLBMNtOnFL5IEu3WfBHhjbu8CMbTuLSgXvR4/kYALAMcH5DHsRiGgdXI1i0jJ5zgIUpyZbsaWB2DXR02XNYw8PjFqSCsBhacjsELU8GaHmMlKot1mybsGAA+/vGPg+M4PPLII0gkErj99tvx+c9/Hiy79qUyOTmJQCCQ/f/7778fgUAAX/rSl7C0tIRdu3bhq1/9Knp7ewEAer0ezz//PL75zW8iGo2iu7sb99xzDz72sY/lPS5BtCJ6VgeLnkUosXGbZooXYVCZyE8QBEEQxNZmp9eaba5KpEUAoPpxglCJw6THoX4Xnrnqw1w4iTfuqu+kx55OG4ycDmdmQrhvZ+kIEYWbgTiSvIhdmcYqQG5q6nGaKrZfLUdSONLvzLvt6IALDIAXpwM40ONQtc/P3whgf7cDNuOabGAzcHVz5EQyo1u5z1eJPZ02fPf8giaBx5Ik4YWpAI4PuhGMp/HiVADAcNWPM5/5+3SXad3aKJoLOUajEZ/85CfxyU9+suQ2ly9fLrjtoYcewkMPPVR0++7u7jwHD0FsNhwmDqHExpXrJC/CSJZpgiAIgiAAjHqtePzMLHhRQpyn0SqCqJa7R9vwhaevA6hfY5WCntVhf7cdZ1SO61xdll0muY4cQB6vmgmWHq0SJQm+aApeW76rxWXWY3enDS9MBfHh2wYrPj8vSriyHMVDR/rybq+nIyeSCZ22ViXk2PFPr83hhj+GUa+18h3KMBNMYGE1iQ8e70cokcZXnp1CMJaGq0pnzVxYFnJ66jiuR0d6gmgADhOHcHzjjpwkL8JIjhyCIAiCICCf4KUECTOBOOIZR46JHDkEoZp7crJY6j1aBQC39jpxeSmCaKqyEHJlOQpWxxRUWPc6TZgLJUo2QwfjafCihI4iocbHBtw4NxdWld25uJqAIEroXydwWevpyMkIRDaD+uPYvi45EPhiFSNjpXhxWp4aOjbgwvEBN6Sc26phLpSA1cDCadLcN5OFzggJogE4zHqENXDkpASxpuR0giAIgiC2HjsyV+qv+qJrGTkk5BCEanqcpqzjpd6OHAA41OuAKAHn5irn5FxdjmDYYykoOul1mRFNCQiWuEi8HJHzWdY7cgDg+KALvCjhNRWuICWHRwlYVrDV1ZFT/WjVgMcMq4HFBQ2EnJemg+i0GzHgNmNPlx02I4sXa8jJmQ0l0OM0ZUOq6wGdERJEA3CaOE2EnAS1VhEEQRAEkWHYYwHLANeWIzlCDq0TCKIa3rq7A21WQ17LU7040OOAjlEXeKw0Vq2nLzOuUyonx5cRctaHHQPArT0OGFgmk/1SntnM+NZ6gauujpzM41Yj5OgYBns6bRt25AiihJengzg+4ALDMOB0DI72u/DCVKCk+6kUc6EEeuqYjwOQkEMQDcFp0m847JgXJQiiRI4cgiAIgiAAAAZOhwGPBdd8sbXRKmqtIoiqeP+xPnznw8c2HJSrBquBw1iHrWJOTjCWxnIkVVTI6c0IK6Waq5YjSQByw9V6THoWB3udqlwms6EE9CxTIHDZjGzdhJxo1pFT3XFsb5cdV5ejSPFizc99ZTmCUILH8UF39rYTg24srCYxHShf956LJEmYCyXQXec6ezojJIgGoIQdV6vm5qIcmCgjhyAIgiAIBbm5KoI4OXIIoiZ0DNPQbKmDvU6cn19FWigtOlz1yUHHuY1VCorTo1TgcXa0qogjBwCOD7pxzReFL1ORXYqZoOwqWS9wWQ1cXUerdAxgqfLvsbfLDl6UcNUXrfm5FXHrWKZqHZCFHABV1ZAH4mkkeLGuQccACTkE0RAcJg6CKCGWrl29zgo55MghCIIgCCLDjnYr5sJJrERT4HQMOLrgQxAtzcE+J5K8iEuLkZLb3Mw4QAY9hQHMJj2Ldpuh5GjVcjQJj0Vf8lhwfFAWKl6qEOI7E4wX5OMAslsmyYvgywhRtRJNCbAauKqzZbQIPH5xKoBRrwVtOQJYn8uEHodR1SiaglI9TqNVBLEFcJrkyrqN5OQkMrWiJOQQBEEQBKGwI1O3e2FhlarHCWITcLDXAQA4M1N6vGo2lASnKxxrUuhzmrIZNutZjqRKunEAYKzDBqeJKzteJUkSZkOJogHQVoOcXxOpw3hVJMlXPVYFAJ12IzwWfc2Bx0lexOtzYRwfcOfdzjAMjg+68fLNIHhR3WSFIrD1kiOHIDY/jkz1XDheXMi57oviWgUrYEqQDx4UdkwQBEEQhIKSoXFlOUqNVQSxCfBYDBhwm8s2R82HE+hyGEvm9vS6zGXDjssFN+sYBscGXHixTIhvMJ5GNCUUHQ9ShBY1FerVEkkKVQUdKzAMg71d9podOWfnQkjyYtatlMuJQTeiKUH1Y88pjhwScghi8+M0y46cYInA4//+79fwJz+4XPYxkhlHjomEHIIgCIIgMnTajbAZWQiiREIOQWwSbulxlBUGKrUe9TpNWIqksm11uSxHU/AWCTrO5digG0uRFKb8xV09parHgRxHTrIOjpwUD5uhtuPY3k47bqzEahKYXpwKgtUxONTnLPjZ0QEXGAAvqByvmgsn4DLrYanx91ALnRESRAPIOnJKjFYtR1KYWIlBLBOGrGTkkCOHIAiCIAgFhmGy41V0sYcgNgfDHgv8sXTJ0OC5UKKso0MRWObC+a4cXhDhj6bQUUHIOZ4J9H2xRE6O4vYpPlpVX0eOtQZHDiAHHksAxstkD5XixekgDnTbsyJVLi6zHrs7bXhuUqWQU+FvpxV0tCeIBuDMCjnFHTmBWBpJXsR8uLhFEgASFHZMEARBEEQRskIOOXIIYlMw4JaFmGK11rGUgEA8XUHIkX82u66CfCWWhgTAW2a0Sr6/Gb1OU8k2JqURq5grSBl9qosjJ8nXNFoFAHu75IavasergvE0xhdX89qq1nPvDi/OzYexuJqs+HiV3FRaQWeEBNEA7GXCjtOCiNWMGj+5Eiv5GEnFkUNtFARBEARB5KDk5FD1OEFsDgY8pYUc5cJupdEqAJhZl5Pji8hCQ3uZsGOF44MuvFIixHcmlECHzVBUHK6vI6f20Sq3xYAehz7KtLkAACAASURBVLFqIeeFGwGIEnDHsKfkNm8aawcA/PTKctnHEkQJ8+EkOXIIYqtg5HQwcTqEioQdB+NrLp1yQo4yWmXi6GobQRAEQRBr7GiXr0RTRg5BbA76nGYwAKYDhWt/NWG5LrMeXqsBZ2fDebcvR1IAgPYKo1UAcHygdIjvbDCO3iL5OED9HDmSJCGSqi3sWKGWwONnJ/1wmfXY02kvuc2A24yxDht+crm8kLMcSYIXJfQ6yzuitICEHIJoEA4Th1CR0Sp/bO22CTWOHBqtIgiCIAgih1GvBQCNXxPEZsHA6dDtNBV15KgRchiGwe1DbrwwFchz1CxlhZzKQsLhfjnYt1gN+kwwUbI+O+vIKZHvUytJXoQgStnHr4W9XXbMhZMIxFKqthclCc/dCOD2IXfJhjCFN+3y4tz8atkoDCWzqJscOQSxdXCa9UVHq5QDjVmvKz9aJVBGDkEQBEEQhVgNHA73ObEr48whCKL1GXCbiws54QRMnA4ei77s/e8Y9mA1yeP83JorxxdNgmUAd4X7Ams16GfW1aAn0gJ80VTRoGNAPhfhdAwiKW0dOUrw80YdOQBwUWXg8aWFVQTj6bJjVQrKeFU5V05WhKOMHILYOjhNXNGw40BmtOrWXicmV2KQSjRXkSOHIAiCIIhSfOV9t+LXjvc3ezcIglDJYEbIWb/2nwsl0O00gWHKO0RODLrBMsDpG/7sbcuRFNqsBugq3FfhYK8DZ+fCec252cYqZ/HRKoZhYDWwmjtylFGtjQg5uzttYKA+8PjZST8YALcNuStu2+cyY0+nDT+uIOQwALpJyCGIrYPDpEeoqCNHFnKO9DkRSwsl09DXMnLoY0sQBEEQBEEQm5kBtxnRlICVWP6FXrWtR3YTh1t6HDidU4vti6RUjVUp3NrrRCjB44Z/bSpgJli6elzBZuQQ1dqRk1IcObWPVlkNHIbaLFUIOQHs73bAZa7sYAKAXxhrx6XFSLbVaz1zoQTabYaGXHinM0KCaBAOE1d0tMofS4PTMTjQ4wAATPqLj1dRaxVBEARBEARBbA3WKsjz1/5z4YTq1qPbhz24vBSBLypHNSxFkqqCjhUO9mZycnJCk2dDskhRKuwYkHNyIpo7cjJCjqF2Rw4gj1edn1/Fj8aX8OPLy/j++QU8f8MPYV07lz+WwsWFVZwcqezGUVDGq0q5cuYa1FgFkJBDEA3DYdIjFE8X2CeDsTTcFj1G2+Tq0FI5OUlBBANAz6qzShIEQRAEQRAE0ZoMuOWQ8mn/mrsjnEgjkhRUiwFKtstzk/J4lS9anSOn32WCx6LH6zk5OTPBBGxGFk5TaUGlLo4cDUarAHnKIRhP4xNPjuPj37uE//ufzuB3vn0e/+vUjbztnr8hO5nU5OModDtMONBtL5mTMxdSL8JtlI29SgRBqMZl5sCLEuJpEZacNHZ/LAW3WQ+XRQ+3WV+yuSqZFmHkdBXnZQmCIAiCIAiCaG067UYYWCYv8FhNY1Uuu9qt8FoNOD0ZwC+MtSOc4Kty5DAMg1t7nXmOnJlgXK5HL3POYTWwJeMgamUt7Lj20SoAeMe+Thzqc4IXJIiQYLOZ8JVnruEbL93EsQEnbhuShZtnJ/zwWPQY66guJP5NY+344jMTmPLHMOixZG9PCyKWVpMNCToGyJFDEA3DkVG11wceB+JpeCzyAXe4zYIJX3EhJyWI1FhFEARBEARBEFsAVsegz5XfXDUXlsWRXpViQG4NuSKseK3qhRxADjyeCyWwlLn/bCiB3jL5OABgrUtGjjaOHIaRX9ehNgtG2qzY1WnHH9y3AyNtFvzR9y/DF02BFyU8PxXAHcMe1cHQCm/cVXy8aiGchAT1ItxGobNCgmgQDpMcorU+8NgfS8OVqQgcbrNg0h8t2lyV5AUScgiCIAiCIAhii7C+glxx5HQ71Y9HKTXkT1/1AQA6qhitAnJzckIQRAlzoQR6SzRWKdjqlJHDAHmTC1ph0rP43Dv2IJoS8EdPjePcXBjhBI+TVYxVKXTajTjY68CPLy/nnbNV66baKHRWSBANopQjJxhLw5MRckbaLIgkhWxgWS5JXqTqcYIgCIIgCILYIgy4LbgZjGeDeOdCcj6NcgFYDUoN+XfPLwAAvFWMVgHArg4bzHodXp8NYymSBC9KZRurgDVHTrGLz7USSfKwGNiqHTJqGfVa8ftvGMWL00H8tx9cBsvIr10tvG1PByZWYnhpOpi9bTYsCzm9JOQQxNbCqThy4mvqdSItIJYW4DYrQo4ceFwsJyfJ02gVQRAEQRAEQWwVBt1m8KKE+YwIoLZ6PBelhvxmpja8mowcAOB0DPZ3O3BmNpSt1a4k5NgMLHhRyrbqakEkJWx4rKoSv3SgC2/a1Y65UAK39DhgLxPoXI637+tCh82Av31uKitmzYUSYHVMVWHTG4HOCgmiQTjNhY6cQFz+b3fOaBVQvLkqyYtUPU4QBEEQBEEQW4S1CnJZQKmmejyX2zMjQkZOB3sNYsjBXgeu+aK4vBQFAPSVqR4HZEcOAE1zcqJJfsNBx5VgGAafePNOHOi2450Hump+HCOnwwePD+DMbDjrypkLJdBlN4LVNaaYhs4KCaJBKAfV3Iwcf0wRcmTl3GPRw2niigo5KUGEiRw5BEEQBEEQBLElGPCsCTmSJGG+xvpqpUK73WaoqeH21l4nRAn4/sVFcDqmYs6OIrhomZMTSfKwGepfqm0zcvjarx7CO/bVLuQAwLsO5LtyGlk9DpCQQxANw6RnYeR0COcIOcGMkKNk5DAMIwcer0QL7k8ZOQRBEARBEASxdXCb9bAZWUwH4vDH0kjwYk311UoNeXuVjVUK+7vtYBngynIUPU5TRVeJ1aC9IyeSrP9olZYYOR1+/cSaK4eEHILYwjhNXN5olT8mhxoro1VApoJ8JVYQHiZn5NTXbkgQBEEQBEEQRGNgGAYDbgumA7ENtR4xDINPvXUXPnJyqKb9sBo47OqwAVAX1lsPR040Vf/RKq151//f3p3GR1lefRz/z5p9JSGbkZ0YUUARwyqUrTSABVGxirZUNhdUUHlQi2CxhfIIiqDgx4KKAqIIBcumPIqiZSkCVhCwLLImISEhZCOzPi9CRtGAZB1m8vu+wUxm7pw7zsnMfeZc57qurCtnzqbDyiux19mgY4lCDlCnwgMtFww7zitfWhX0Q/W8SYMQ5Z9zeObnlGNGDgAAAOBfyrcgr+721R0bR6tdcmSV42hzfhvyX5qPI9GRU856vitnb1ahJFWpm6qquCoE6lD4zzpy7AowGxVk+SEVm0ZXPPDY5nApwELKAgAAAP7i6qggZZ4t1eHcsvf+dbk858faJoVL+uUdqyQpxFrWOVNkq8EZOTaHp0DkS8q7cqS6/X/HVSFQhyKCLBcMOz5TYlN0sOWCoWTlO1f9dAvyUodLAXTkAAAAAH6jUVSQ3JK2HTmj6GCLgizeWV7U/upItU4M181XR/3ifcs7ZwpLa6Yjp9Thkt3p9rmlVVJZV87ozo0VbDGpUfQvdzPVFN8reQE+rKwj58Jdq8p3rCoXG2pViNX0844cp0sBDDsGAAAA/Eb5FuR7Ms8qNS7Ma3GEB1o0/3dtL+u+oTXckVM+a8fXllaVG3BdvH6T2lDmOvzQnatCoA6VDzsuH2ScV2xXVJDlgvsYDAY1rWDnqnMOCjkAAACAP0k+X8hxub23rKqyzCajAszGGuvI+aGQ43sdOeXqsogjUcgB6lR4oEU2p1ulDpckKa/EfsGOVeWaNAjWwZwfdq5yuNxyutxsPw4AAAD4kRCrWTEhdT9jpbpCrKaa68g5PzQ51Adn5HgLV4VAHQoPLPvjdKakrCsnr7hsRs5PXZ8QrrwSu747VdaVYztf+AmkkAMAAAD4lfLlVb5UyAkNMNdCRw6FnMvFVSFQhyLOL6M6e86hIptTNqf7ZzNyJKl78xiZDNLH32VL+qGQw/bjAAAAgH8pL+Qk1eH21dVVkx05RX6wtKqucVUI1KGI8x05Z885lFdctg35T2fkSFJksEXtG0Vpw/5sud1unXOUVbuZkQMAAAD4l0bRZbvW1t+OnLLj+OL2497CbwqoQ+GeQo7dM++mohk5ktS7ZaymfPSd9p0qVPD5bQiZkQMAAAD4l/6t4hRiNemqSN8p5IRYTcotttXIsQptdORUFleFQB0KDywr2uSfcyjv/B++imbkSFK35g1kMhq0YX+2bE5m5AAAAAD+KDLIokGtE2QwGLwdymULqYUZOXTkXD6uCoE6VL60Kr/ErtzypVUVzMiRyubppDWK1Ib92TpnPz8jh0IOAAAAAC8Lrcldq0qdCraYZDL6TiHL27gqBOpQgNkoq8nwizNyyvVqGauTZ0u160S+5/EAAAAA4E0hAWYVlTrlcrurfazCUgfLqiqJq0KgDhkMBkUEWcoKOSV2hVhNl+yy6d48RmajQau/zZLErlUAAAAAvC/UapJbUom9+surCm1OhbD1eKVwVQjUsfBAs/LP2ZVXbLvofJxyYYFmdWgcpYM5xZKkQDOVagAAAADeVV54KaqBOTmFpQ6FMh+nUijkAHUsPLCsIye32K7IoIrn4/xY75RYz38zIwcAAACAt4Vayz5gLqyBOTksrao8rgqBOhbh6cix/2JHjiTd0qyBLKaywV/MyAEAAADgbTXZkVNkcyqUpVWVwlUhUMfCA82eGTlRl1HICQ0wq2PjaEl05AAAAADwPjpyvIuyF1DHIgItyi+xy+lyX1ZHjiTd3S5JxTaHIgNJWQAAAADexYwc7+K3BdSx8ECzbM6ybfoig395Ro4ktUuOVLvkyNoMCwAAAAAui6cjp7R6HTk2h0s2p5ulVZXEOg2gjoUH/dCFEx10eR05AAAAAHClKC+8FNmq15FTdH5pFkurKqfGCzk2m01TpkxRWlqa2rZtq9GjRyszM/OSj/n3v/+t0aNHq2vXrkpJSdHy5ct/dh+3263Zs2erS5cuat26te69917997//renwgVoX8aPlUZczIwcAAAAAriRBlprpyCk8vzSLjpzKqfFCzl/+8hetX79eM2fO1KJFi1RUVKRRo0bJ6bx4pa64uFgtW7bUM888o8DAwArv8/rrr2vBggWaOHGili1bpujoaA0bNkyFhYU1fQpArQr/USEn+jKXVgEAAADAlcJkNCjEaqp2R075sOQQZuRUSo0WcgoKCvTBBx9o/Pjx6ty5s1q1aqXp06dr//79+te//nXRx3Xr1k3jxo1T3759ZTT+PCS3262FCxdq5MiR+vWvf62WLVvqb3/7m4qKivTPf/6zJk8BqHXhgT904UTSkQMAAADAB4UGmJV/zl6tY5R39LC0qnJqtJCze/du2e12denSxXNbQkKCmjVrpp07d1b5uMePH1d2drY6d+7suS0wMFDt27ev1nEBb/jx0qpIZuQAAAAA8EHxYQHKPFtarWOwtKpqavS3lZOTI5PJpKioqAtub9CggXJycqp83OzsbElSTEzMz4576tSpX3y8yWRQZGRwlX9+dZhMRq/9bFyZrOeXU0UFWxQTHeLlaLyH3AAqRm4AF0d+ABUjN+ANjWJC9NXRvGo991ymst6SxNjQWnkO+2tuXFYh58UXX9S8efMueZ+FCxde9Htut7tyUV2EwWCo0uOcTrfOnCmukRgqKzIy2Gs/G1cmt9sti8mgyEBLvX5ukBtAxcgN4OLID6Bi5Aa8ISbIrMz8c8rJLZLZWLVr9VNnSiRJrnP2WnkO+3JuxMaGXfR7l1XI+f3vf69bb731kvdJTEzUrl275HQ6lZeXp+joaM/3cnNz1b59+8sM9+diY2MllXXmJCQkeG4/ffr0z7p0gCudwWBQeKCF+TgAAAAAfFZCeKCcbim7sFQJ4RVvWvRLymfkhLC0qlIu67cVHR19QWHmYq677jpZLBZ9+eWXGjBggCQpMzNTBw8e1A033FDlIK+66irFxsbqX//6l1q3bi1JKi0t1fbt2zV+/PgqHxfwluTIQDWKCvJ2GAAAAABQJQkRZcWbk/nnqlXICbIYq9zRU1/VaNkrLCxMgwcP1vTp09WgQQNFRkZq6tSpSklJUadOnTz369u3r4YOHaqhQ4dKkoqKinT06FFJksvl0smTJ7V3715FREQoMTFRBoNB9913n+bNm6emTZuqcePGmjt3roKDg9W/f/+aPAWgTrw46Dr+WAEAAADwWYnnizcZZ89V+RhFpU4GHVdBjf/Gnn76aZnNZo0dO1bnzp1Tx44dNX36dJlMP2wndvjwYeXl5Xm+3r17t+677z7P17Nnz9bs2bM1aNAgTZs2TZI0YsQIlZaW6s9//rPy8/PVpk0bLViwQKGhoTV9CkCt448VAAAAAF8WFxYgg6SM/KrvXFVocyjUyrVRZRncNTWJ+ApmtzsZdgxcYcgNoGLkBnBx5AdQMXID3tLvtS26uVGUJvVNqdLjH172HxXbnFpwd9VHsVyKL+fGpYYdG+swDgAAAAAA4CcSwgOrtbSqsNSpEDpyKo1CDgAAAAAAqLSEiEBl5FenkONQaIDpl++IC1DIAQAAAAAAlZYQHqCsglI5XFWb2FJoc7L1eBVQyAEAAAAAAJWWEB4op1vKLqzawOPCUoYdVwWFHAAAAAAAUGnlW5CfrMLyKofTpVKHi6VVVUAhBwAAAAAAVFpCRFkhpyoDjwtLnZKkUJZWVRqFHAAAAAAAUGnxYQGSpIyzlV9aVWhzSBIdOVVAIQcAAAAAAFSa1WxUbKi1SjtXFZaeL+QwI6fSKOQAAAAAAIAqSQgPrNLSqoLyQg5LqyqNQg4AAAAAAKiShPAAnazC0qrdGQWSpCYNgms6JL9HIQcAAAAAAFRJYkSgsgpK5XC5K/W4bUfy1CI2RA1CrLUUmf+ikAMAAAAAAKokITxQTpdbOYWX35Vzzu7U1yfP6uaro2oxMv9FIQcAAAAAAFRJYnjZFuQnKzEnZ8fxfNmdbqU1jqytsPwahRwAAAAAAFAlCRFlhZyM/MvvyNl6JE8Wk0E3JEXUVlh+jUIOAAAAAACokriwAEmV68jZduSM2iRFKNBiqq2w/BqFHAAAAAAAUCUBZqNiQqzKyL+8Qk5OkU0HcoqUdjXLqqqKQg4AAAAAAKiyhPBAZVxmR862I3mSpLTGDDquKgo5AAAAAACgyhIjAnTy7OXNyNl2JE8RgWalNAyt5aj8F4UcAAAAAABQZQnhgcoqKJXT5b7k/dxut7YeOaP2V0fJaDDUUXT+h0IOAAAAAACosoSIQDldbmUXXror59DpYuUU2ZTWiPk41UEhBwAAAAAAVFlieNnOVRm/sLxqK/NxagSFHAAAAAAAUGUJ4YGS9IsDj7cdOaOro4I890fVUMgBAAAAAABVFn++MHPyEluQ250u7Th+Rjez7Xi1UcgBAAAAAABVFmA2KibEesmOnB3H8lVidymtEcuqqotCDgAAAAAAqJaE8MCLduScszv1wqcHFBtq1c0UcqqNQg4AAAAAAKiWlg1DtPPEWW35Pvdn35v12SF9n1uiSX1TFGw1eSE6/0IhBwAAAAAAVMvDXZuoSXSwJny4V9+dKvTcvungaS37OkP3tLuKZVU1hEIOAAAAAAColtAAs1667TqFWE16bMVuZZ49p9NFNk1Z/51axIbowS6NvR2i36CQAwAAAAAAqi0uLECzbrtexTanHluxW5PX7lex3akp6dfIaqb8UFP4TQIAAAAAgBrRPDZE02+9VkdyS7TlSJ4euaWJmsWEeDssv2L2dgAAAAAAAMB/3NwoStMGpOrbzALd0TbR2+H4HQo5AAAAAACgRnVrHqNuzWO8HYZfYmkVAAAAAACAj6CQAwAAAAAA4CMo5AAAAAAAAPgICjkAAAAAAAA+gkIOAAAAAACAj6CQAwAAAAAA4CMo5AAAAAAAAPgICjkAAAAAAAA+gkIOAAAAAACAj6CQAwAAAAAA4CMo5AAAAAAAAPgICjkAAAAAAAA+gkIOAAAAAACAjzC43W63t4MAAAAAAADAL6MjBwAAAAAAwEdQyAEAAAAAAPARFHIAAAAAAAB8BIUcAAAAAAAAH0EhBwAAAAAAwEdQyAEAAAAAAPARFHIAAAAAAAB8BIUcAAAAeJ3b7fZ2CAAA+AQKOQAAAPCqwsLCCwo5FHWAMkePHtXRo0clSQ6Hw8vRAFeOU6dO6eTJkyoqKpIkuVwuL0dUtwxuXimrzG63y2KxeDsM4IrmdrtlMBi8HQZwRTh58qSMRqPi4+PJDUBl76X+/Oc/a+/evYqMjFSfPn105513ejss4IqwefNmDRs2TC1atNCHH37o7XCAK4LdbteUKVO0adMmRUREyGAw6M0331RERIS3Q6tTpsmTJ0/2dhC+xmazacaMGVq7dq127typ1NRUBQUFeTsswOvsdruWL1+uI0eOyOFwKDY2lgtVQGW5MXnyZE2dOlVGo1FpaWnkBuq9goICjRgxQjk5Obr//vt1+PBhrV27VgcPHtSvfvUrb4cHeN3nn3+ukpISZWRkKDg4WNddd50cDoeMRhZVoH7KysrSyJEjVVBQoOeee04pKSn68ssvdejQIfXs2bNefUhm9nYAvmbDhg2aPHmymjRpotatW2vJkiU6fPiwZsyYQTEH9drSpUs1Y8YMtWjRQllZWXI6nXr00Uc1cOBAuVwu3nSg3srKytKYMWNkNBo1d+5cNWzYsF690QAuZt++fcrIyNCcOXOUmpqqXr166eOPP9bYsWN18803q3///t4OEfCK8teIEydOqFmzZmrXrp3mzJmj2267TVarldcQ1Fvbt29XUVGRZs2apbi4OLVt21Zbt26VyWSSpHqVF1xZVYLNZtN7772nQYMG6e2339aTTz6p2bNn69NPP5XT6fR2eIBXOBwOvfnmm3rnnXf0pz/9SYsWLdJrr72mvn376pVXXpHT6aSIg3rtyy+/VHBwsBYvXqwbbrhBRqNRNpuNGSCo986cOaOsrCylpqZKkoxGo/r27avbb79dL7/8sk6fPu3lCIG69+MiTXZ2tm655Ralp6fLarXqpZdekiSVlJR4M0TAawoKCnTkyBHFxcVJKsuRXbt2qWHDhtq2bZuXo6tbXF1Vwv79+7VlyxalpaV5bsvOztaQIUN4Q456ye12y+FwqLi4WL/+9a/Vr18/SVKzZs2Umpqq4OBgZWZmejlKoO653W7P68I333yjlJQUFRQU6NFHH9WwYcN0++23a/z48Z4BloC/e+ONN/Tmm29qy5YtnttCQ0MVHx+vNWvWSPphwPGYMWOUk5Oj9evXS6p/AyxRv/w0NwwGgycXioqKVFpaqsaNG2vUqFFasmSJHn/8cU2fPl25ubneDBuodRW9brRt21bh4eEaPHiwHn74Yf3qV79SWFiYNm/erFGjRunll1+WzWbzYtR1hxk5l/DZZ5+poKBAkZGRMpvNiouL07vvvqvMzEyFhoZq6dKleuGFF1RSUqL58+fLarUqKSlJwcHBtDzCrx09elRhYWEyGo0ymUxKSEhQ7969ZTQaPc/9Y8eO6fPPP9fo0aPJBdQbR48eVXh4uAwGg+d5//e//13x8fHau3evTp8+rTFjxqh58+ZatWqVvv/+e1177bWKiIjgdQN+afv27brzzjt14sQJfffdd3rvvfeUkZGhbt26yWq1asuWLcrPz1eHDh0UEBAgp9OpsLAwZWZm6tNPP9WQIUPIC/ilinIjKytL7du3l8ViUVFRkWbPnq0nn3xSISEh2rhxo7Zv364DBw5o0qRJatSokbdPAagVFeVGZmamOnbsqLi4OPXu3VupqalavXq1nnjiCT399NMaOHCgkpKSNHPmTA0cOFDh4eHePo1ax4ycCixfvlwzZ85UgwYNdOzYMfXp00ejRo1SkyZN9L//+79au3atXn31VZ05c0ZvvPGGEhIStG7dOr311lsKCgrS4MGDedMBv7Rs2TK98sorioqKktls1j333KNbb71VycnJknTBLJxNmzYpJSVFRqORHd7g936aG0OHDlXfvn1ltVrVo0cPvfDCC0pOTtYLL7yg66+/XpIUGBioefPmaceOHUpOTuZ1A35pxYoVat++vV588UXl5+dr165deuCBBxQTE6MHH3xQ3bt314cffqiPPvpIgwYN8sw5iIqKUkBAgM6cOaPIyEgvnwVQ8yrKjQcffFAxMTH63e9+p6CgILVq1Urr1q3T4sWLderUKaWnp2v9+vU6e/aspLLl7WYzl3PwL5d63Rg6dKiSk5O1c+dOSbpgFueNN94ou92u/fv3KykpyctnUftYWvUT77//vubNm6cJEyZo4cKF+utf/6pPP/1U2dnZkqSbb75ZzzzzjMLCwvTAAw+oY8eOaty4sUaPHq2AgAAdPnzYy2cA1I633npLr732mp544gk988wz6tq1q5566iktXrxYdrtdUlk7sNPplMvl0u7du9WuXTtJoogDv1ZRbvzP//yP3n//fTmdTt1yyy1q0aKF7Ha7Z023JKWnp6u4uJg5IPBbOTk52rZtm9q2bStJCg8PV7du3TRixAitXLlSmzdv1pAhQ5SYmKilS5fq4MGDnsdmZGQoMTGRIg780sVyY/jw4Vq1apW+/vprnTt3Th9//LGmTJmim266SatXr9b48ePVtWtXjR07VpIo4sDvXOp148MPP9TWrVsllV1zuFwuZWdnez5E3rhxo1JTU9WmTRuvxV+XKOSc53a75XQ6tWXLFrVu3Vr9+/dXRESE+vbtq+joaAUEBHjum5ubq2+++UY33XSTpLIuhMLCQlmtVgUHB3vrFIBaU1JSos8++0z9+/dXv379dOONN2rMmDG68cYbNX/+fH322Wee+5pMJuXl5Sk7O1udO3eWJO3du1ePP/4467nhdy6WG+3atdPrr7+uTZs2qXnz5howYIAyMzP11VdfeR579uxZhYWFKSwszItnANScPXv2qKCgwPN1TEyMJCk/HHF3iQAADthJREFUP1+SPHMLHnzwQVmtVq1atUohISEaMWKEQkJCdMcdd+j555/X448/rg0bNug3v/mNJDGHED6vMrlhMpm0Zs0ahYeHa86cOVq0aJEmTpyo6OhoRUdHa8iQIRo6dOgFs9gAX1XZ3Pj0009lt9vVsGFDRUZG6g9/+IOWLFmip556SrNmzVL//v3VoEGDuj8RL6CQc57BYJDJZNKhQ4dksViUlZUlSfrLX/4ih8OhTz75RDt27FBJSYkiIyMVHx+vyZMne7bOnDp1qoqLi9WzZ08vnwlQ80wmk3bv3q0mTZpI+uGPanR0tOx2uz7++GPl5uZ6loZs3rxZSUlJiouL09NPP6077rhDpaWlfLIKv3Op3HA6nVqzZo3Onj2ru+++Wz169NDf/vY3vfzyy9qzZ4+mTZsmp9PpKXgCvmr9+vXq1q2bHnvsMd16662aNWuWp5O5d+/e+sc//iGbzaaAgADPv0OHDtXHH3+s06dPq23btnr11Vf1+9//XoWFhbLb7Vq6dKl69eolqX5tJwv/Up3cyMnJUa9evTzdBeVFm06dOunhhx++YBYb4Guqmhvr169XQUGB0tLSNG7cOF199dXasGGD8vPz9e677+oPf/iDd0+sDtXbYcdr167VW2+9pWPHjikoKMhT/QsPD9d7772n7du3a+rUqcrOztatt96qr776SmvXrlVRUZE6dOigFi1aaOHChdq4caOWLl0qg8GgmTNnqlmzZl4+M6B6KsoNk8mkffv2afXq1erZs6eioqK0atUq7dixQ23atNGOHTvUtWtXxcbGSpJee+01ff7553rnnXfkcrm0YMECDR06lDcc8GlVzY3OnTsrMTFRvXv3VkZGhjZv3qw1a9bI4XBoxowZuuqqq7x9akCVffPNN5oyZYruvfdejRgxQvHx8Zo/f77y8vLUvn17hYWF6bPPPtOZM2fUoUMHOZ1OmUwmNWvWTAsWLND111+vpk2bymw2q0OHDurRo4fS09MVFRXl7VMDqqW6udGmTRvPhwTSDwVN3kvB11U3N6677jo1bdpUiYmJ6tevn3r06KHbbrut3r1u1LuFlXl5eZo0aZJ27Nihnj17av369Zo/f74ee+wx3XbbbUpPT1eHDh20cuVKORwOzZs3TyEhIXrooYc0ceJEff3118rNzdVNN92kDz74QDk5OZKk1q1be/nMgOq5WG6MGzdOAwcO1JgxYzRixAgNHTpUNptNhYWFmj59uvr06aNWrVrp1KlTSk1N9XxilJiYqEmTJqlbt25ePjOgemoqNywWi/70pz+ppKREOTk5niHhgC8q32Vt9+7dKioq0uDBgxUaGqprrrlGLpdL//jHP/Tuu+/q/vvvV+/evfXuu+8qPT1dLVq0kCTt27dPoaGhioiIuOC45bMOAF9VU7lRH3bdQf1SU7nx4w5/g8FQb5eo17tCztatW3XixAl98MEHnqGTjzzyiObOnavQ0FD16dNH4eHh2r17t9LS0hQSEuLZcSckJESbN2/2zMtJTExUYmKiN08HqDEXy43Zs2crNDRUvXr10ttvv60DBw4oJydH/fr1k8ViUW5urhISElRcXCyp7A/qmDFj1LhxYy+eDVBzqpsbJSUlFxwvKCiIIg58XnlXwPHjx3+2DfLtt9+uAwcOaP369erTp4/uu+8+ffvtt3rwwQc1atQoz4dhCQkJat68uTfCB2oNuQFUjNyoWfXuY49//vOfiouLU1xcnIqKiiRJPXr00LFjx7R48WKdPn1aZrNZeXl52rNnj6SyHXdycnL0/fffKz09XSEhId48BaBWXCw3Tpw4oXfeeUe5ubmKj49Xp06dNHDgQM9OVFu2bJHFYvEM/5ZEEQd+pbq5Ub57G+DLvvjiCz333HN6/fXX9e9//9tz+4033qhdu3Z5Zhu4XC4FBwerd+/ecrvd+uSTTxQbG6tZs2apRYsWmj9/voYNG6Y9e/ZoypQpzE6DzyM3gIqRG7XLrws527Zt07p16zzDJyWpUaNGnu0tywsyhw4dUocOHVRaWqoNGzZIkkaOHKlNmzbprrvu0uTJkzV48GAVFRXprrvuqvsTAWpYdXLDaDQqNzdXBw8e1Ntvv62pU6eqT58+ioqKYvcE+DxyA7jQqVOnNHr0aI0fP17FxcVas2aNRo4cqS+++EJut1tdu3bVVVddpfnz51/wuK5du8pkMunw4cOSpNDQUL300ktatGiR5s6dqxUrVnja5QFfRG4AFSM36oZfLq3Ky8vT9OnTtWLFCjVt2lSNGzfWNddcI0m66667tHz5ct19993q3r2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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = eg_test.plot()\n",
    "ax = fig.get_axes()[0]\n",
    "title = ax.set_title(\"Pre-2009 Cointegration Residual\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Phillips-Ouliaris\n",
    "\n",
    "The Phillips-Ouliaris tests consists four distinct tests.  Two are similar to the Engle-Granger test, only using a Phillips & Perron-like approach replaces the lags in the ADF test with a long-run variance estimator. The other two use variance-ratio like approaches to test.  In both cases the test stabilizes when there is no cointegration and diverges due to singularity of the covariance matrix of the I(1) time series when there is cointegration. \n",
    "\n",
    "* $Z_t$ - Like PP using the t-stat of the AR(1) coefficient in an AR(1) of the residual from the cross-sectional regression.\n",
    "* $Z_\\alpha$ - Like PP using $T(\\alpha-1)$ and a bias term from the same AR(1)\n",
    "* $P_u$ - A univariate variance ratio test. \n",
    "* $P_z$ - A multivariate variance ratio test.\n",
    "\n",
    "The four test statistics all agree on the crude oil data.\n",
    "\n",
    "The $Z_t$ and $Z_\\alpha$ test statistics are both based on the quantity $\\gamma=\\rho-1$ from the regression $y_t = d_t \\Delta + \\rho y_{t-1} + \\epsilon_t$. The null is rejected in favor of the alternative when $\\gamma<0$ so that the test statistic is _below_ its critical value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Phillips-Ouliaris zt Cointegration Test</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>    <td>-5.357</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Kernel</td>          <td>Bartlett</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Bandwidth</td>         <td>10.185</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -3.06 (10%), -3.36 (5%), -3.93 (1%)<br/>Null Hypothesis: No Cointegration<br/>Alternative Hypothesis: Cointegration<br/>Distribution Order: 3"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "Phillips-Ouliaris zt Cointegration Test\n",
       "=====================================\n",
       "Test Statistic                 -5.357\n",
       "P-value                         0.000\n",
       "Kernel                       Bartlett\n",
       "Bandwidth                      10.185\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: -3.06 (10%), -3.36 (5%), -3.93 (1%)\n",
       "Null Hypothesis: No Cointegration\n",
       "Alternative Hypothesis: Cointegration\n",
       "Distribution Order: 3\n",
       "\"\"\""
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from arch.unitroot.cointegration import phillips_ouliaris\n",
    "\n",
    "po_zt_test = phillips_ouliaris(log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Zt\")\n",
    "po_zt_test.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Phillips-Ouliaris za Cointegration Test</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>   <td>-53.531</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Kernel</td>          <td>Bartlett</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Bandwidth</td>         <td>10.185</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -16.95 (10%), -20.34 (5%), -27.76 (1%)<br/>Null Hypothesis: No Cointegration<br/>Alternative Hypothesis: Cointegration<br/>Distribution Order: 3"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "Phillips-Ouliaris za Cointegration Test\n",
       "=====================================\n",
       "Test Statistic                -53.531\n",
       "P-value                         0.000\n",
       "Kernel                       Bartlett\n",
       "Bandwidth                      10.185\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: -16.95 (10%), -20.34 (5%), -27.76 (1%)\n",
       "Null Hypothesis: No Cointegration\n",
       "Alternative Hypothesis: Cointegration\n",
       "Distribution Order: 3\n",
       "\"\"\""
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "po_za_test = phillips_ouliaris(log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Za\")\n",
    "po_za_test.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The $P_u$ and $P_z$ statistics are variance ratios where under the null the numerator and denominator are balanced and so converge at the same rate. Under the alternative the denominator converges to zero and the statistic diverges, so that rejection of the null occurs when the test statistic is _above_ a critical value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Phillips-Ouliaris pu Cointegration Test</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>   <td>102.868</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Kernel</td>          <td>Bartlett</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Bandwidth</td>         <td>14.648</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: 27.01 (10%), 32.93 (5%), 46.01 (1%)<br/>Null Hypothesis: No Cointegration<br/>Alternative Hypothesis: Cointegration<br/>Distribution Order: 2"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "Phillips-Ouliaris pu Cointegration Test\n",
       "=====================================\n",
       "Test Statistic                102.868\n",
       "P-value                         0.000\n",
       "Kernel                       Bartlett\n",
       "Bandwidth                      14.648\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: 27.01 (10%), 32.93 (5%), 46.01 (1%)\n",
       "Null Hypothesis: No Cointegration\n",
       "Alternative Hypothesis: Cointegration\n",
       "Distribution Order: 2\n",
       "\"\"\""
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "po_pu_test = phillips_ouliaris(log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Pu\")\n",
    "po_pu_test.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Phillips-Ouliaris pz Cointegration Test</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>   <td>114.601</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Kernel</td>          <td>Bartlett</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Bandwidth</td>         <td>14.648</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: 45.39 (10%), 52.41 (5%), 67.38 (1%)<br/>Null Hypothesis: No Cointegration<br/>Alternative Hypothesis: Cointegration<br/>Distribution Order: 2"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "Phillips-Ouliaris pz Cointegration Test\n",
       "=====================================\n",
       "Test Statistic                114.601\n",
       "P-value                         0.000\n",
       "Kernel                       Bartlett\n",
       "Bandwidth                      14.648\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: 45.39 (10%), 52.41 (5%), 67.38 (1%)\n",
       "Null Hypothesis: No Cointegration\n",
       "Alternative Hypothesis: Cointegration\n",
       "Distribution Order: 2\n",
       "\"\"\""
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "po_pz_test = phillips_ouliaris(log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Pz\")\n",
    "po_pz_test.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cointegrating residual is identical to the EG test since the first step is identical."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = po_zt_test.plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
